Abundance/diversity GAM

Prepare environment

Load site data

Load network and survey data

### BB-FL visitation data
net <- read_csv("../processed_data/network.csv") %>%
  dplyr::select(site, date, bb.sp, plant.sp) # drop unused columns

### Floral survey data
survey <- read_csv("../processed_data/floral_survey.csv") %>%
  semi_join(net, by = "plant.sp") %>% # Consider only visited plant species (anytime anywhere, not specifically for a given site*date)
  dplyr::select(site, date, plant.sp, flower.cover) %>%
  group_by(plant.sp) %>%
  mutate(present = case_when(
    max(flower.cover) > 0 ~ TRUE,
    max(flower.cover) == 0 ~ FALSE
  )) %>%
  filter(present == TRUE) # Ignore plants that never had any flower cover

### Identify duplicate observations; these may be errors or intentionally duplicated (see correspondence with Kalli)
survey_dups <- survey %>%
  group_by(site, date, plant.sp) %>%
  mutate(dups = n()) %>%
  filter(dups > 1)

### Shared transects
shared_transects <- inner_join(net, survey, by = c("site", "date")) %>%
  dplyr::select(site, date) %>%
  unique() 

FL and BB abundance / diversity

Preference analysis

observed_visits <- net %>%
  semi_join(shared_transects) %>% # include only site*date combos where floral surveying was done
  group_by(site, date, bb.sp, plant.sp) %>% # group by bb*plant*transect
  summarize(visits = n()) %>% # total visits per bb-fl pair
  group_by(site, date, bb.sp) %>%
  mutate(prop.visits = visits/sum(visits))

# All possible bumble-plant pairings *site * date, filtered to include only those when the given bb.sp was present and the given plant.sp. Note that in about 10% of the bb.sp*plant.sp*site*year combos, the visited plant was not recorded in the floral survey data. There are a few different ways we could handle this, but for now I am simply ignoring plant spp. for which we have no abundance data.
visitation_by_abundance <- fl_abund_sp %>%
  inner_join(bb_abund_sp.sub) %>%
  filter(bb.abund > 0 & fl.abund > 0) %>%
  left_join(observed_visits) %>%
  replace_na(list(visits = 0, prop.visits = 0))

### Get mean abundance/visitation for each plant*bb combo
visitation_by_abundance_mean <- visitation_by_abundance %>%
  group_by(plant.sp, bb.sp) %>%
  summarize(prop.fl.abund.m = mean(prop.fl.abund),
            prop.visits.wm = weighted.mean(prop.visits, bb.abund))

# Visualize
ggplot(filter(visitation_by_abundance_mean, prop.visits.wm > 0), 
       aes(log(prop.fl.abund.m + 0.01), log(prop.visits.wm))) +
  geom_point(alpha = 0.5, aes(color = bb.sp)) +
  geom_smooth(method = "lm")

ggplot(filter(visitation_by_abundance_mean), 
       aes(prop.fl.abund.m, prop.visits.wm)) +
  geom_point(alpha = 0.5, aes(color = bb.sp)) +
  geom_smooth(method = "lm")

### Okay, here's what we're going to do. Preference has a strong bimodal pattern, with lots of plant species totally ignored while the ones that are foraged upon are visited in proportion to their abundance. We can't model that latter pattern well if we retain all the totally ignored plant species. So, let's model the visited plants separately from the unvisited ones.

### Call linear model on the subset of the floral species that were visited at least once
# log on log regression is common for proportional datam (log ratio regression)
pref.lm <- lm(log(prop.visits.wm) ~ log(prop.fl.abund.m + 0.01), 
              data = filter(visitation_by_abundance_mean, prop.visits.wm > 0))
summary(pref.lm)

## 
## Call:
## lm(formula = log(prop.visits.wm) ~ log(prop.fl.abund.m + 0.01), 
##     data = filter(visitation_by_abundance_mean, prop.visits.wm > 
##         0))
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -4.3448 -0.9590  0.2108  0.9621  4.0376 
## 
## Coefficients:
##                             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                 -1.04820    0.26772  -3.915 9.98e-05 ***
## log(prop.fl.abund.m + 0.01)  0.72783    0.08583   8.479  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.443 on 653 degrees of freedom
## Multiple R-squared:  0.09919,    Adjusted R-squared:  0.09781 
## F-statistic:  71.9 on 1 and 653 DF,  p-value: < 2.2e-16

plot(pref.lm)

### Extract residuals
pref.lm.resid <- residuals(pref.lm) %>%
  data.frame() %>%
  as_tibble() %>%
  rename(preference = 1)

#################################
### Build preference data set ###
#################################

# Start with the mean prop.fl.abund and weighted mean prop.visits
preference <- visitation_by_abundance_mean %>%  
  ungroup() %>%

# Remove bb*fl combos that had 0 visits
  filter(prop.visits.wm > 0) %>% 
  
# With the zeroes removed, what's left can be joined 1:1 with the 
# residuals of the model above, i.e. the raw preference data
  bind_cols(pref.lm.resid) %>% 
  
# Exponentiate the residuals to back-transform the data and ensure 
# that preference is > 0 for all visited plant species.
  mutate(preference = exp(preference)) %>% 
  
# Now we need to add back all the bb*fl*year combos that had 0 visits
# Then we have NAs for preference and floral abundance columns
  full_join(unique(dplyr::select(visitation_by_abundance_mean, bb.sp, plant.sp))) %>%
  
# Replace the NAs of the preference column with 0s; 
  replace_na(list(preference = 0)) %>%

# Drop the columns used to calculate preference so that they don't confuse us when we add site-date level abundance data
  dplyr::select(bb.sp, plant.sp, preference) %>%
  mutate(sqrt.preference = sqrt(preference),
         bin.preference = case_when(
           preference > 0 ~ 1,
           preference == 0 ~ 0
         )) 
  
write_csv(preference, "../analyses/output/preference.csv")

ggplot(preference, aes(preference)) +
  geom_histogram() +
  facet_wrap(~bb.sp)

ggplot(preference, aes(sqrt.preference)) +
  geom_histogram() +
  facet_wrap(~bb.sp)

#################################
### Join with FL and BB abund ###
#################################

#After reconsidering this approach, I think it is better to assume preference = 0  for non-co-occuring spp. 

# # For bb-fl combos that never co-occurred, set preference = 0
# pref_forbidden_link_fill <- inner_join(fl_abund_sp, bb_abund_sp.sub) %>%
#   mutate(co = case_when(
#     fl.abund == 0 | bb.abund == 0 ~ 0, # bb.sp and fl.sp that did not co-occur on given site date
#     fl.abund != 0 & bb.abund != 0 ~ 1) # bb.sp and fl.sp that did co-occur on a given site date
#   ) %>%
#   group_by(plant.sp, bb.sp) %>%
#   summarize(co.max = max(co)) %>% # if max(co) = 0, a given bb.sp*fl.sp combo *never* co-occurred, and therefore will be assigned aneutral preference
#   filter(co.max == 0) %>%
#   mutate(preference.update = rep(1, n())) %>%
#   dplyr::select(-co.max) %>%
#   inner_join(fl_abund_sp) %>%
#   select(-year)

fl_abund_wt <- fl_abund_sp %>%
  select(-year) %>%
  left_join(preference) %>% 
  
# Add the forbidden links with preference set to 1 (neutral) (not doing this anymore)
  # full_join(pref_forbidden_link_fill) %>%
  # mutate(preference = case_when(
  #   is.na(preference) ~ preference.update,
  #   !is.na(preference) ~ preference)
  #   ) %>%
  # dplyr::select(-preference.update) %>%
  mutate(fl.abund.wt.bin = fl.abund*bin.preference,
         fl.abund.wt.sqrt = fl.abund*sqrt.preference,
         fl.abund.wt = fl.abund*preference) %>% # using sqrt-transformed preference allows me to avoid log-transforming when trying to fit GAMs
  mutate(yday = yday(date)) %>%
  group_by(site, date, yday, bb.sp) %>%
  summarize(fl.abund.wt.bin = sum(fl.abund.wt.bin, na.rm = TRUE),
            fl.abund.wt.sqrt = sum(fl.abund.wt.sqrt, na.rm = TRUE),
            fl.abund.wt = sum(fl.abund.wt, na.rm = TRUE)) %>%
  ungroup() %>%
  semi_join(survey, by = c("site", "date")) %>% # This gets rid of site*date combos that don't exist
  left_join(site_data, by = "site") %>%
  mutate(year = factor(year(date)), # add in the years missing from the bb_abund join
         bb.sp = factor(bb.sp), # convert bb.sp to a factor
         management = factor(management),
         site = factor(site),
         transect = factor(transect)) %>%
  group_by(year) %>%
  mutate(total.transects.year = n()) %>%
  ungroup()

write_csv(fl_abund_wt, "../analyses/output/fl_abund_wt.csv")

Call GAMs

My argument for not including site as a random effect is that it would create identifiability issues with the elevation variable that I am actally interested in. This will probably cause the p-values to be underestimated, maybe to the point of being uninformative. But I don’t think I care. My goal is not to establish inferentially that time and elevation affect BB abundance; I want to say how they do. And I don’t want to obscure the “how” for the sake of inferential scruples.

Floral resources

After trying a lot of things, I’m pretty sure the only option I have for fitting a good GAM is using log-transformation. The question that remains is how to treat the concept of preference. My “raw” preference-weighted abundance gives our measure of preference a lot of influence. If we trust it, this may be most informative, and it allows the greatest variation in floral resources between BB species. But if there is anything misleading in our preference estimates, using the “raw” measures will do nothing to mitigate this. An approach that gives us a “softer” notion of preference is to take the sqrt of the raw prference before multiplying floral abundance by it. An argument for this approach is that it retains most of the meaning of the raw preference data while dampening its effect, which may help avoid spurious hotspots based on overestimated preference. Finally, an approach that says “we don’t really trust our data very much” is to treat preference as binary: visited species get a 1, non-visited species get a 0, and all the “weighting” of floral resource abundance means is dropping floral species that a given BB species did not visit. In all these cases, though, the distribution of weighted floral abundance is strongly logarithmic (or exponential or something), so a log transformation is necessary. I tried softer methods, e.g. sqrt-transformation, Tweedie family, etc., but the problem with all these is that the variance fans out like crazy as you move up to the higher end of the distribution. Happily, it makes little difference which of these options we choose, as the resulting plots lead to the same interpretation.

# These are the distributions of my response variable options 
ggplot(fl_abund_wt, aes(fl.abund.wt.bin)) +
  geom_histogram()

ggplot(fl_abund_wt, aes(fl.abund.wt.sqrt)) +
  geom_histogram()

ggplot(fl_abund_wt, aes(fl.abund.wt)) +
  geom_histogram()

### 2010
weighted_fl_abundance.2010 <- bam(log(fl.abund.wt + 0.01) ~
                                      s(bb.sp, bs = "re") +
                                      #s(management, bs = "re") +
                                      #s(site, bs = "re") +
                                      te(yday, elev.mean, 
                                                by = bb.sp,
                                                #id = 0,
                                                bs= c("gp", "tp"), 
                                                k=c(8, 8), 
                                                m=2),
                                    data = filter(fl_abund_wt, year == 2010),
                                    discrete = TRUE,
                                    family = "gaussian",
                                    select = TRUE,
                                    method = "fREML") %>% getViz(nsim = 500)

check.gamViz(weighted_fl_abundance.2010)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1] -7.678302e-12  5.551115e-14  3.352874e-14 -7.993606e-15 -1.252332e-13
##  [6] -1.465494e-14  8.393286e-14  1.056932e-13  8.615331e-14 -3.264056e-14
## [11]  3.996803e-13  4.707346e-14 -1.867395e-13  7.815970e-14 -6.483702e-14
## [16]  7.083223e-14  1.598721e-13  1.421085e-14 -5.129230e-14  4.884981e-14
## [21] -4.884981e-14  5.062617e-14  7.283063e-14 -5.950795e-14  1.554312e-14
## [26]  1.048051e-13  5.506706e-14 -5.395684e-14  8.767529e-10 -1.541523e-09
## [31] -1.029787e-09 -4.827028e-12 -4.791723e-13  2.076117e-13  3.330669e-14
## [36]  4.884981e-15  1.088019e-14  1.332268e-15  3.086420e-14 -1.798561e-14
## [41]  3.552714e-14  1.598721e-14  2.398082e-14  3.419487e-14  7.327472e-15
## [46]  3.552714e-14  1.243450e-14  5.417888e-14 -7.549517e-15  2.182333e-09
## 
## $hess
##            [,1]          [,2]          [,3]          [,4]          [,5]
##    7.062286e+00  2.210064e-02  1.655308e-02 -2.250492e-03  9.367833e-02
##    2.210064e-02  5.355763e-01  8.775441e-02  2.591249e-02  6.043852e-05
##    1.655308e-02  8.775441e-02  1.030301e+00 -3.559606e-02  4.393270e-05
##   -2.250492e-03  2.591249e-02 -3.559606e-02  1.426867e+00 -5.035760e-06
##    9.367833e-02  6.043852e-05  4.393270e-05 -5.035760e-06  1.889923e+00
##    1.032295e-02  6.823780e-06  4.961362e-06 -5.695342e-07  2.432996e-01
##   -6.836942e-02 -4.283954e-05 -3.113100e-05  3.561846e-06  7.815568e-02
##    2.389259e-02 -7.136404e-05 -5.185676e-05  5.931255e-06  1.126498e-04
##    2.071571e-02 -5.917206e-05 -4.300152e-05  4.921359e-06  9.343319e-05
##   -9.108326e-03  2.235122e-05  1.624885e-05 -1.863795e-06 -3.533341e-05
##   -3.812684e-01 -2.450695e-04 -1.780688e-04  2.035897e-05  3.867690e-04
##   -6.522666e-03 -3.029877e-06 -2.193288e-06  2.448023e-07  4.723753e-06
##    2.152441e-01  1.454969e-04  1.057695e-04 -1.212946e-05 -2.299798e-04
##    2.926633e-03 -5.435774e-05 -3.949685e-05  4.515913e-06  8.578901e-05
##   -4.384345e-03  4.259606e-05  3.096012e-05 -3.546679e-06 -6.729274e-05
##    1.631479e-03 -4.817255e-05 -3.499829e-05  3.998428e-06  7.599681e-05
##    1.500386e-02 -1.100545e-04 -7.997030e-05  9.146133e-06  1.737170e-04
##    1.577945e-03 -1.416304e-05 -1.028988e-05  1.175695e-06  2.234465e-05
##   -7.493906e-03  3.489878e-05  2.537126e-05 -2.910604e-06 -5.517321e-05
##    6.255126e-05 -3.564374e-05 -2.589945e-05  2.961513e-06  5.625666e-05
##   -1.668613e-03  3.220337e-05  2.340689e-05 -2.681761e-06 -5.087794e-05
##   -5.411114e-04 -3.669099e-05 -2.665768e-05  3.046236e-06  5.789030e-05
##   -3.910021e-03 -5.496321e-05 -3.994070e-05  4.569491e-06  8.677212e-05
##    1.472266e-03  3.991823e-05  2.901398e-05 -3.323869e-06 -6.306363e-05
##   -1.781075e-03 -1.114076e-05 -8.091310e-06  9.224708e-07  1.755682e-05
##    1.182415e-02 -7.178362e-05 -5.216211e-05  5.966510e-06  1.133154e-04
##    6.364882e-03 -3.611360e-05 -2.624410e-05  3.003262e-06  5.702101e-05
##   -8.200242e-03  3.844285e-05  2.794320e-05 -3.202346e-06 -6.074395e-05
##    8.566350e-03 -5.121889e-05 -3.721949e-05  4.257958e-06  8.085882e-05
##   -1.280746e-02  6.521912e-05  4.740166e-05 -5.429010e-06 -1.030212e-04
##    4.745158e-04 -3.202817e-06 -2.327131e-06  2.660274e-07  5.054318e-06
##    5.796678e-03 -1.434121e-05 -1.041898e-05  1.190199e-06  2.262335e-05
##    4.871387e-03 -1.102045e-05 -8.008307e-06  9.161757e-07  1.739804e-05
##   -2.948973e-04 -1.407732e-07 -1.006906e-07  1.035721e-08  2.109300e-07
##    3.553382e-03 -2.895972e-05 -2.104158e-05  2.405212e-06  4.569927e-05
##    2.450687e-04 -3.396755e-06 -2.467243e-06  2.814642e-07  5.354724e-06
##    3.985102e-04 -7.142580e-06 -5.187506e-06  5.914119e-07  1.125602e-05
##   -1.762156e-03  1.453312e-06  1.061092e-06 -1.250128e-07 -2.329585e-06
##    1.170411e-02 -2.577073e-05 -1.872785e-05  2.143146e-06  4.069040e-05
##   -5.920425e-03  1.140464e-05  8.291197e-06 -9.512240e-07 -1.803068e-05
##   -5.663273e-03 -2.546978e-05 -1.850616e-05  2.115617e-06  4.019421e-05
##   -1.581530e-03 -6.202307e-06 -4.505637e-06  5.144201e-07  9.781498e-06
##   -4.154835e-03 -1.494824e-05 -1.085753e-05  1.238508e-06  2.356355e-05
##    4.445072e-03 -2.341847e-05 -1.701768e-05  1.946891e-06  3.697098e-05
##    3.263323e-04 -2.233666e-06 -1.622715e-06  1.853265e-07  3.523211e-06
##    4.059238e-03 -2.259086e-05 -1.641524e-05  1.877223e-06  3.565717e-05
##    2.186825e-03 -1.165089e-05 -8.458829e-06  9.622155e-07  1.833977e-05
##    1.219620e-02 -3.611487e-05 -2.624464e-05  3.003050e-06  5.702035e-05
##   -3.036449e-03  5.155664e-06  3.752443e-06 -4.335903e-07 -8.181106e-06
## d -7.379700e+00 -1.868118e+00 -1.694625e+00 -1.403777e+00 -3.032009e+00
##            [,6]          [,7]          [,8]          [,9]         [,10]
##    1.032295e-02 -6.836942e-02  2.389259e-02  2.071571e-02 -9.108326e-03
##    6.823780e-06 -4.283954e-05 -7.136404e-05 -5.917206e-05  2.235122e-05
##    4.961362e-06 -3.113100e-05 -5.185676e-05 -4.300152e-05  1.624885e-05
##   -5.695342e-07  3.561846e-06  5.931255e-06  4.921359e-06 -1.863795e-06
##    2.432996e-01  7.815568e-02  1.126498e-04  9.343319e-05 -3.533341e-05
##    6.939214e-01  2.206343e-02  1.271907e-05  1.055149e-05 -3.993256e-06
##    2.206343e-02  1.329284e+00 -7.984449e-05 -6.620746e-05  2.501404e-05
##    1.271907e-05 -7.984449e-05  1.962948e+00  1.205282e-02 -1.399753e-02
##    1.055149e-05 -6.620746e-05  1.205282e-02  1.074285e+00  2.736787e-02
##   -3.993256e-06  2.501404e-05 -1.399753e-02  2.736787e-02  1.243839e+00
##    4.366342e-05 -2.741816e-04 -4.567545e-04 -3.787058e-04  1.430270e-04
##    5.289584e-07 -3.382199e-06 -5.644224e-06 -4.664637e-06  1.740266e-06
##   -2.598959e-05  1.628274e-04  2.711908e-04  2.249435e-04 -8.508683e-05
##    9.685073e-06 -6.081518e-05 -1.013107e-04 -8.399946e-05  3.172491e-05
##   -7.601895e-06  4.766496e-05  7.939274e-05  6.584398e-05 -2.489248e-05
##    8.577318e-06 -5.389121e-05 -8.978142e-05 -7.443225e-05  2.810028e-05
##    1.961355e-05 -1.231318e-04 -2.051183e-04 -1.700759e-04  6.424375e-05
##    2.521993e-06 -1.584451e-05 -2.639637e-05 -2.188389e-05  8.262195e-06
##   -6.235798e-06  3.905702e-05  6.504810e-05  5.395789e-05 -2.041390e-05
##    6.351242e-06 -3.987839e-05 -6.643210e-05 -5.508135e-05  2.080410e-05
##   -5.747811e-06  3.603600e-05  6.002248e-05  4.978025e-05 -1.882082e-05
##    6.534244e-06 -4.104754e-05 -6.838303e-05 -5.669393e-05  2.140605e-05
##    9.798110e-06 -6.149618e-05 -1.024405e-04 -8.494338e-05  3.209159e-05
##   -7.124240e-06  4.466864e-05  7.440173e-05  6.170505e-05 -2.332823e-05
##    1.980136e-06 -1.246084e-05 -2.076265e-05 -1.720814e-05  6.489609e-06
##    1.279445e-05 -8.031436e-05 -1.337898e-04 -1.109351e-04  4.190697e-05
##    6.439231e-06 -4.040706e-05 -6.730892e-05 -5.581429e-05  2.108934e-05
##   -6.863018e-06  4.301915e-05  7.165236e-05  5.942777e-05 -2.247140e-05
##    9.130244e-06 -5.730655e-05 -9.546172e-05 -7.915607e-05  2.990440e-05
##   -1.163721e-05  7.297868e-05  1.215582e-04  1.008108e-04 -3.810764e-05
##    5.705682e-07 -3.583236e-06 -5.969315e-06 -4.949200e-06  1.869042e-06
##    2.553270e-06 -1.604352e-05 -2.672832e-05 -2.215847e-05  8.364974e-06
##    1.964525e-06 -1.233031e-05 -2.053992e-05 -1.703157e-05  6.434414e-06
##    2.297561e-08 -1.560230e-07 -2.618296e-07 -2.141594e-07  7.672774e-08
##    5.158743e-06 -3.239923e-05 -5.397418e-05 -4.474994e-05  1.689900e-05
##    6.040599e-07 -3.799469e-06 -6.330499e-06 -5.247189e-06  1.979490e-06
##    1.269501e-06 -7.988906e-06 -1.331138e-05 -1.103249e-05  4.160611e-06
##   -2.656713e-07  1.630667e-06  2.710377e-06  2.256611e-06 -8.655566e-07
##    4.595067e-06 -2.883456e-05 -4.803177e-05 -3.982921e-05  1.504945e-05
##   -2.037906e-06  1.276359e-05  2.125722e-05  1.763316e-05 -6.671350e-06
##    4.537469e-06 -2.849508e-05 -4.746985e-05 -3.935778e-05  1.486355e-05
##    1.103740e-06 -6.938172e-06 -1.155937e-05 -9.582321e-06  3.616401e-06
##    2.658086e-06 -1.672032e-05 -2.785883e-05 -2.309116e-05  8.710641e-06
##    4.174644e-06 -2.620195e-05 -4.364735e-05 -3.619214e-05  1.367320e-05
##    3.975988e-07 -2.498749e-06 -4.162957e-06 -3.451093e-06  1.302659e-06
##    4.025751e-06 -2.527502e-05 -4.210450e-05 -3.491093e-05  1.318648e-05
##    2.066878e-06 -1.302867e-05 -2.171235e-05 -1.798979e-05  6.776635e-06
##    6.438958e-06 -4.040813e-05 -6.731115e-05 -5.581545e-05  2.108880e-05
##   -9.268960e-07  5.773936e-06  9.611135e-06  7.980397e-06 -3.030406e-06
## d -2.515646e+00 -1.381401e+00 -4.752007e+00 -4.852639e+00 -1.245718e+00
##           [,11]         [,12]         [,13]         [,14]         [,15]
##   -3.812684e-01 -6.522666e-03  2.152441e-01  2.926633e-03 -4.384345e-03
##   -2.450695e-04 -3.029877e-06  1.454969e-04 -5.435774e-05  4.259606e-05
##   -1.780688e-04 -2.193288e-06  1.057695e-04 -3.949685e-05  3.096012e-05
##    2.035897e-05  2.448023e-07 -1.212946e-05  4.515913e-06 -3.546679e-06
##    3.867690e-04  4.723753e-06 -2.299798e-04  8.578901e-05 -6.729274e-05
##    4.366342e-05  5.289584e-07 -2.598959e-05  9.685073e-06 -7.601895e-06
##   -2.741816e-04 -3.382199e-06  1.628274e-04 -6.081518e-05  4.766496e-05
##   -4.567545e-04 -5.644224e-06  2.711908e-04 -1.013107e-04  7.939274e-05
##   -3.787058e-04 -4.664637e-06  2.249435e-04 -8.399946e-05  6.584398e-05
##    1.430270e-04  1.740266e-06 -8.508683e-05  3.172491e-05 -2.489248e-05
##    7.772705e+00  8.570548e-01  2.953626e-01 -3.479172e-04  2.725997e-04
##    8.570548e-01  3.897199e+00 -1.539191e-02 -4.307730e-06  3.340182e-06
##    2.953626e-01 -1.539191e-02  9.206130e-01  2.065185e-04 -1.620262e-04
##   -3.479172e-04 -4.307730e-06  2.065185e-04  3.182223e+00  4.536600e-01
##    2.725997e-04  3.340182e-06 -1.620262e-04  4.536600e-01  2.087528e+00
##   -3.083457e-04 -3.833884e-06  1.829305e-04  6.427903e-03 -6.235771e-03
##   -7.043905e-04 -8.707824e-06  4.181992e-04 -1.562377e-04  1.224326e-04
##   -9.065502e-05 -1.126599e-06  5.378595e-05 -2.010762e-05  1.575019e-05
##    2.233173e-04  2.714935e-06 -1.328655e-04  4.953422e-05 -3.886888e-05
##   -2.281366e-04 -2.823272e-06  1.354271e-04 -5.060186e-05  3.964972e-05
##    2.060882e-04  2.523398e-06 -1.225047e-04  4.571215e-05 -3.584924e-05
##   -2.348501e-04 -2.916502e-06  1.393501e-04 -5.209069e-05  4.080471e-05
##   -3.517772e-04 -4.341000e-06  2.088990e-04 -7.802632e-05  6.115266e-05
##    2.554618e-04  3.129506e-06 -1.518441e-04  5.666358e-05 -4.443599e-05
##   -7.132087e-05 -8.966980e-07  4.225121e-05 -1.581896e-05  1.237904e-05
##   -4.594382e-04 -5.675689e-06  2.727946e-04 -1.019060e-04  7.986120e-05
##   -2.311313e-04 -2.848323e-06  1.372786e-04 -5.126642e-05  4.018419e-05
##    2.460137e-04  3.007877e-06 -1.462644e-04  5.456807e-05 -4.279941e-05
##   -3.278138e-04 -4.046351e-06  1.946621e-04 -7.271107e-05  5.698564e-05
##    4.173854e-04  5.120166e-06 -2.480468e-04  9.257943e-05 -7.259341e-05
##   -2.049991e-05 -2.540635e-07  1.216695e-05 -4.546976e-06  3.562417e-06
##   -9.179678e-05 -1.142053e-06  5.445559e-05 -2.036084e-05  1.594708e-05
##   -7.053360e-05 -8.705516e-07  4.188465e-05 -1.564477e-05  1.226132e-05
##   -9.072481e-07 -1.716284e-08  5.020974e-07 -2.010741e-07  1.507628e-07
##   -1.853602e-04 -2.298110e-06  1.100082e-04 -4.111372e-05  3.221036e-05
##   -2.174436e-05 -2.724637e-07  1.288725e-05 -4.822920e-06  3.775204e-06
##   -4.572534e-05 -5.749087e-07  2.708806e-05 -1.014187e-05  7.936447e-06
##    9.282038e-06  9.597770e-08 -5.626093e-06  2.059307e-06 -1.635211e-06
##   -1.649357e-04 -2.032512e-06  9.796257e-05 -3.658380e-05  2.867557e-05
##    7.297801e-05  8.869397e-07 -4.342088e-05  1.618733e-05 -1.270231e-05
##   -1.630212e-04 -2.020005e-06  9.675739e-05 -3.615887e-05  2.832981e-05
##   -3.970189e-05 -4.953487e-07  2.354323e-05 -8.805975e-06  6.895428e-06
##   -9.569195e-05 -1.199684e-06  5.670993e-05 -2.122455e-05  1.661307e-05
##   -1.498839e-04 -1.849849e-06  8.900533e-05 -3.324515e-05  2.605539e-05
##   -1.429772e-05 -1.780959e-07  8.480347e-06 -3.171276e-06  2.483570e-06
##   -1.445910e-04 -1.788356e-06  8.583874e-05 -3.207106e-05  2.513083e-05
##   -7.459822e-05 -9.489580e-07  4.412483e-05 -1.654558e-05  1.293500e-05
##   -2.311409e-04 -2.849847e-06  1.372757e-04 -5.126851e-05  4.018422e-05
##    3.297434e-05  3.849143e-07 -1.971658e-05  7.314494e-06 -5.757858e-06
## d -1.163902e+01 -6.708092e+00 -1.118718e+00 -4.884608e+00 -4.549627e+00
##           [,16]         [,17]         [,18]         [,19]         [,20]
##    1.631479e-03  1.500386e-02  1.577945e-03 -7.493906e-03  6.255126e-05
##   -4.817255e-05 -1.100545e-04 -1.416304e-05  3.489878e-05 -3.564374e-05
##   -3.499829e-05 -7.997030e-05 -1.028988e-05  2.537126e-05 -2.589945e-05
##    3.998428e-06  9.146133e-06  1.175695e-06 -2.910604e-06  2.961513e-06
##    7.599681e-05  1.737170e-04  2.234465e-05 -5.517321e-05  5.625666e-05
##    8.577318e-06  1.961355e-05  2.521993e-06 -6.235798e-06  6.351242e-06
##   -5.389121e-05 -1.231318e-04 -1.584451e-05  3.905702e-05 -3.987839e-05
##   -8.978142e-05 -2.051183e-04 -2.639637e-05  6.504810e-05 -6.643210e-05
##   -7.443225e-05 -1.700759e-04 -2.188389e-05  5.395789e-05 -5.508135e-05
##    2.810028e-05  6.424375e-05  8.262195e-06 -2.041390e-05  2.080410e-05
##   -3.083457e-04 -7.043905e-04 -9.065502e-05  2.233173e-04 -2.281366e-04
##   -3.833884e-06 -8.707824e-06 -1.126599e-06  2.714935e-06 -2.823272e-06
##    1.829305e-04  4.181992e-04  5.378595e-05 -1.328655e-04  1.354271e-04
##    6.427903e-03 -1.562377e-04 -2.010762e-05  4.953422e-05 -5.060186e-05
##   -6.235771e-03  1.224326e-04  1.575019e-05 -3.886888e-05  3.964972e-05
##    1.101756e+00 -1.384595e-04 -1.782269e-05  4.387366e-05 -4.484548e-05
##   -1.384595e-04  2.947742e+00  3.248039e-01  1.599352e-01 -1.024490e-04
##   -1.782269e-05  3.248039e-01  1.585070e+00 -5.435003e-02 -1.318481e-05
##    4.387366e-05  1.599352e-01 -5.435003e-02  1.294038e+00  3.248294e-05
##   -4.484548e-05 -1.024490e-04 -1.318481e-05  3.248294e-05  2.940256e+00
##    4.049779e-05  9.256124e-05  1.190708e-05 -2.938829e-05  8.328640e-01
##   -4.617029e-05 -1.054588e-04 -1.357412e-05  3.342206e-05  2.339917e-02
##   -6.914367e-05 -1.579783e-04 -2.032884e-05  5.010781e-05 -5.116419e-05
##    5.020082e-05  1.147358e-04  1.475991e-05 -3.642639e-05  3.715705e-05
##   -1.402683e-05 -3.202097e-05 -4.123696e-06  1.013165e-05 -1.037221e-05
##   -9.030808e-05 -2.063243e-04 -2.655124e-05  6.543310e-05 -6.682253e-05
##   -4.542812e-05 -1.037998e-04 -1.335634e-05  3.292920e-05 -3.361710e-05
##    4.834122e-05  1.104953e-04  1.421327e-05 -3.508892e-05  3.578319e-05
##   -6.443407e-05 -1.472162e-04 -1.894416e-05  4.669266e-05 -4.767877e-05
##    8.202399e-05  1.874572e-04  2.411634e-05 -5.950352e-05  6.070849e-05
##   -4.029915e-06 -9.205687e-06 -1.184809e-06  2.918243e-06 -2.981538e-06
##   -1.804780e-05 -4.122006e-05 -5.306034e-06  1.306039e-05 -1.335079e-05
##   -1.386383e-05 -3.167559e-05 -4.076083e-06  1.004668e-05 -1.025874e-05
##   -1.813252e-07 -4.044630e-07 -5.319801e-08  1.193629e-07 -1.315778e-07
##   -3.643891e-05 -8.323737e-05 -1.071315e-05  2.638531e-05 -2.695901e-05
##   -4.276047e-06 -9.763035e-06 -1.257117e-06  3.090471e-06 -3.162344e-06
##   -8.992912e-06 -2.052932e-05 -2.643792e-06  6.495594e-06 -6.649843e-06
##    1.815098e-06  4.177675e-06  5.340066e-07 -1.352849e-06  1.351197e-06
##   -3.241755e-05 -7.407175e-05 -9.531095e-06  2.349842e-05 -2.398922e-05
##    1.433736e-05  3.278020e-05  4.215567e-06 -1.041765e-05  1.061514e-05
##   -3.204685e-05 -7.320646e-05 -9.421894e-06  2.320734e-05 -2.371007e-05
##   -7.806341e-06 -1.782688e-05 -2.295029e-06  5.646250e-06 -5.774093e-06
##   -1.881822e-05 -4.296457e-05 -5.532365e-06  1.359941e-05 -1.391671e-05
##   -2.946059e-05 -6.731067e-05 -8.661666e-06  2.134932e-05 -2.179982e-05
##   -2.811126e-06 -6.420083e-06 -8.264641e-07  2.033850e-06 -2.079425e-06
##   -2.842218e-05 -6.493182e-05 -8.356290e-06  2.058908e-05 -2.102976e-05
##   -1.467696e-05 -3.348690e-05 -4.314614e-06  1.057895e-05 -1.084813e-05
##   -4.543071e-05 -1.038034e-04 -1.335707e-05  3.292824e-05 -3.361841e-05
##    6.470219e-06  1.481927e-05  1.902718e-06 -4.733298e-06  4.797337e-06
## d -1.146369e+00 -5.516646e+00 -5.344563e+00 -1.281850e+00 -5.206510e+00
##           [,21]         [,22]         [,23]         [,24]         [,25]
##   -1.668613e-03 -5.411114e-04 -3.910021e-03  1.472266e-03 -1.781075e-03
##    3.220337e-05 -3.669099e-05 -5.496321e-05  3.991823e-05 -1.114076e-05
##    2.340689e-05 -2.665768e-05 -3.994070e-05  2.901398e-05 -8.091310e-06
##   -2.681761e-06  3.046236e-06  4.569491e-06 -3.323869e-06  9.224708e-07
##   -5.087794e-05  5.789030e-05  8.677212e-05 -6.306363e-05  1.755682e-05
##   -5.747811e-06  6.534244e-06  9.798110e-06 -7.124240e-06  1.980136e-06
##    3.603600e-05 -4.104754e-05 -6.149618e-05  4.466864e-05 -1.246084e-05
##    6.002248e-05 -6.838303e-05 -1.024405e-04  7.440173e-05 -2.076265e-05
##    4.978025e-05 -5.669393e-05 -8.494338e-05  6.170505e-05 -1.720814e-05
##   -1.882082e-05  2.140605e-05  3.209159e-05 -2.332823e-05  6.489609e-06
##    2.060882e-04 -2.348501e-04 -3.517772e-04  2.554618e-04 -7.132087e-05
##    2.523398e-06 -2.916502e-06 -4.341000e-06  3.129506e-06 -8.966980e-07
##   -1.225047e-04  1.393501e-04  2.088990e-04 -1.518441e-04  4.225121e-05
##    4.571215e-05 -5.209069e-05 -7.802632e-05  5.666358e-05 -1.581896e-05
##   -3.584924e-05  4.080471e-05  6.115266e-05 -4.443599e-05  1.237904e-05
##    4.049779e-05 -4.617029e-05 -6.914367e-05  5.020082e-05 -1.402683e-05
##    9.256124e-05 -1.054588e-04 -1.579783e-04  1.147358e-04 -3.202097e-05
##    1.190708e-05 -1.357412e-05 -2.032884e-05  1.475991e-05 -4.123696e-06
##   -2.938829e-05  3.342206e-05  5.010781e-05 -3.642639e-05  1.013165e-05
##    8.328640e-01  2.339917e-02 -5.116419e-05  3.715705e-05 -1.037221e-05
##    1.254638e+00 -1.591785e-01  4.623297e-05 -3.359610e-05  9.357884e-06
##   -1.591785e-01  8.087736e-01 -5.266476e-05  3.823920e-05 -1.068191e-05
##    4.623297e-05 -5.266476e-05  4.129734e+00  6.878921e-01 -2.300526e-01
##   -3.359610e-05  3.823920e-05  6.878921e-01  1.957844e+00  1.702566e-01
##    9.357884e-06 -1.068191e-05 -2.300526e-01  1.702566e-01  6.707294e-01
##    6.037674e-05 -6.878437e-05 -1.030432e-04  7.484077e-05 -2.088390e-05
##    3.038050e-05 -3.460175e-05 -5.184184e-05  3.765819e-05 -1.050307e-05
##   -3.235911e-05  3.682338e-05  5.519187e-05 -4.010955e-05  1.116886e-05
##    4.308253e-05 -4.907747e-05 -7.352406e-05  5.340334e-05 -1.489942e-05
##   -5.488427e-05  6.247887e-05  9.362968e-05 -6.803067e-05  1.895651e-05
##    2.693213e-06 -3.069344e-06 -4.597331e-06  3.338449e-06 -9.321894e-07
##    1.205585e-05 -1.374541e-05 -2.058424e-05  1.494440e-05 -4.176189e-06
##    9.269863e-06 -1.055966e-05 -1.581974e-05  1.149054e-05 -3.205778e-06
##    1.136266e-07 -1.374161e-07 -2.004909e-07  1.411520e-07 -4.386179e-08
##    2.435121e-05 -2.775323e-05 -4.156862e-05  3.018529e-05 -8.429237e-06
##    2.853905e-06 -3.256462e-06 -4.874917e-06  3.537792e-06 -9.900890e-07
##    5.999525e-06 -6.848405e-06 -1.025029e-05  7.437302e-06 -2.082880e-06
##   -1.237362e-06  1.384668e-06  2.091160e-06 -1.532833e-06  4.136877e-07
##    2.167963e-05 -2.469185e-05 -3.699445e-05  2.687301e-05 -7.494985e-06
##   -9.604077e-06  1.092194e-05  1.637490e-05 -1.190411e-05  3.310809e-06
##    2.141756e-05 -2.440820e-05 -3.655948e-05  2.654873e-05 -7.412870e-06
##    5.212798e-06 -5.945236e-06 -8.901924e-06  6.461841e-06 -1.806814e-06
##    1.255879e-05 -1.433111e-05 -2.145308e-05  1.556831e-05 -4.357434e-06
##    1.969853e-05 -2.243926e-05 -3.361698e-05  2.441747e-05 -6.812246e-06
##    1.877544e-06 -2.140962e-06 -3.205969e-06  2.327409e-06 -6.505537e-07
##    1.899931e-05 -2.164788e-05 -3.242794e-05  2.355095e-05 -6.573372e-06
##    9.777506e-06 -1.117571e-05 -1.671721e-05  1.212124e-05 -3.402953e-06
##    3.038044e-05 -3.460356e-05 -5.184329e-05  3.765819e-05 -1.050413e-05
##   -4.354392e-06  4.930739e-06  7.406772e-06 -5.396395e-06  1.488978e-06
## d -4.880429e+00 -9.969279e-01 -5.514631e+00 -5.225534e+00 -8.314258e-01
##           [,26]         [,27]         [,28]         [,29]         [,30]
##    1.182415e-02  6.364882e-03 -8.200242e-03  8.566350e-03 -1.280746e-02
##   -7.178362e-05 -3.611360e-05  3.844285e-05 -5.121889e-05  6.521912e-05
##   -5.216211e-05 -2.624410e-05  2.794320e-05 -3.721949e-05  4.740166e-05
##    5.966510e-06  3.003262e-06 -3.202346e-06  4.257958e-06 -5.429010e-06
##    1.133154e-04  5.702101e-05 -6.074395e-05  8.085882e-05 -1.030212e-04
##    1.279445e-05  6.439231e-06 -6.863018e-06  9.130244e-06 -1.163721e-05
##   -8.031436e-05 -4.040706e-05  4.301915e-05 -5.730655e-05  7.297868e-05
##   -1.337898e-04 -6.730892e-05  7.165236e-05 -9.546172e-05  1.215582e-04
##   -1.109351e-04 -5.581429e-05  5.942777e-05 -7.915607e-05  1.008108e-04
##    4.190697e-05  2.108934e-05 -2.247140e-05  2.990440e-05 -3.810764e-05
##   -4.594382e-04 -2.311313e-04  2.460137e-04 -3.278138e-04  4.173854e-04
##   -5.675689e-06 -2.848323e-06  3.007877e-06 -4.046351e-06  5.120166e-06
##    2.727946e-04  1.372786e-04 -1.462644e-04  1.946621e-04 -2.480468e-04
##   -1.019060e-04 -5.126642e-05  5.456807e-05 -7.271107e-05  9.257943e-05
##    7.986120e-05  4.018419e-05 -4.279941e-05  5.698564e-05 -7.259341e-05
##   -9.030808e-05 -4.542812e-05  4.834122e-05 -6.443407e-05  8.202399e-05
##   -2.063243e-04 -1.037998e-04  1.104953e-04 -1.472162e-04  1.874572e-04
##   -2.655124e-05 -1.335634e-05  1.421327e-05 -1.894416e-05  2.411634e-05
##    6.543310e-05  3.292920e-05 -3.508892e-05  4.669266e-05 -5.950352e-05
##   -6.682253e-05 -3.361710e-05  3.578319e-05 -4.767877e-05  6.070849e-05
##    6.037674e-05  3.038050e-05 -3.235911e-05  4.308253e-05 -5.488427e-05
##   -6.878437e-05 -3.460175e-05  3.682338e-05 -4.907747e-05  6.247887e-05
##   -1.030432e-04 -5.184184e-05  5.519187e-05 -7.352406e-05  9.362968e-05
##    7.484077e-05  3.765819e-05 -4.010955e-05  5.340334e-05 -6.803067e-05
##   -2.088390e-05 -1.050307e-05  1.116886e-05 -1.489942e-05  1.895651e-05
##    1.501353e+00  3.295183e-01  1.725618e-01 -9.602335e-05  1.222752e-04
##    3.295183e-01  6.330381e-01  2.798061e-02 -4.830984e-05  6.152451e-05
##    1.725618e-01  2.798061e-02  1.279635e+00  5.143080e-05 -6.552396e-05
##   -9.602335e-05 -4.830984e-05  5.143080e-05  4.661351e+00  8.806765e-01
##    1.222752e-04  6.152451e-05 -6.552396e-05  8.806765e-01  3.274872e+00
##   -6.004377e-06 -3.020600e-06  3.214941e-06 -6.497677e-02  1.250732e-01
##   -2.688507e-05 -1.352398e-05  1.439068e-05 -1.918220e-05  2.441807e-05
##   -2.066076e-05 -1.039455e-05  1.106613e-05 -1.474198e-05  1.877311e-05
##   -2.630391e-07 -1.309781e-07  1.347911e-07 -1.870396e-07  2.319833e-07
##   -5.429117e-05 -2.731186e-05  2.906839e-05 -3.873702e-05  4.931874e-05
##   -6.367517e-06 -3.202605e-06  3.406336e-06 -4.542944e-06  5.780942e-06
##   -1.338911e-05 -6.733738e-06  7.160573e-06 -9.552329e-06  1.215340e-05
##    2.727354e-06  1.376380e-06 -1.479792e-06  1.948048e-06 -2.500053e-06
##   -4.831454e-05 -2.430806e-05  2.588105e-05 -3.447400e-05  4.390407e-05
##    2.138305e-05  1.076108e-05 -1.146708e-05  1.525884e-05 -1.944563e-05
##   -4.774870e-05 -2.402085e-05  2.556662e-05 -3.406906e-05  4.337683e-05
##   -1.162709e-05 -5.848442e-06  6.222145e-06 -8.295645e-06  1.055851e-05
##   -2.802170e-05 -1.409365e-05  1.498971e-05 -1.999218e-05  2.543960e-05
##   -4.390415e-05 -2.208846e-05  2.351562e-05 -3.132674e-05  3.989297e-05
##   -4.187359e-06 -2.106315e-06  2.241132e-06 -2.987612e-06  3.802868e-06
##   -4.235201e-05 -2.130670e-05  2.268036e-05 -3.021884e-05  3.847813e-05
##   -2.183853e-05 -1.098067e-05  1.166810e-05 -1.557929e-05  1.981002e-05
##   -6.770734e-05 -3.406465e-05  3.626784e-05 -4.831124e-05  6.152482e-05
##    9.668907e-06  4.869510e-06 -5.201322e-06  6.901400e-06 -8.811497e-06
## d -3.361479e+00 -2.971330e+00 -1.315082e+00 -5.913985e+00 -5.631538e+00
##           [,31]         [,32]         [,33]         [,34]         [,35]
##    4.745158e-04  5.796678e-03  4.871387e-03 -2.948973e-04  3.553382e-03
##   -3.202817e-06 -1.434121e-05 -1.102045e-05 -1.407732e-07 -2.895972e-05
##   -2.327131e-06 -1.041898e-05 -8.008307e-06 -1.006906e-07 -2.104158e-05
##    2.660274e-07  1.190199e-06  9.161757e-07  1.035721e-08  2.405212e-06
##    5.054318e-06  2.262335e-05  1.739804e-05  2.109300e-07  4.569927e-05
##    5.705682e-07  2.553270e-06  1.964525e-06  2.297561e-08  5.158743e-06
##   -3.583236e-06 -1.604352e-05 -1.233031e-05 -1.560230e-07 -3.239923e-05
##   -5.969315e-06 -2.672832e-05 -2.053992e-05 -2.618296e-07 -5.397418e-05
##   -4.949200e-06 -2.215847e-05 -1.703157e-05 -2.141594e-07 -4.474994e-05
##    1.869042e-06  8.364974e-06  6.434414e-06  7.672774e-08  1.689900e-05
##   -2.049991e-05 -9.179678e-05 -7.053360e-05 -9.072481e-07 -1.853602e-04
##   -2.540635e-07 -1.142053e-06 -8.705516e-07 -1.716284e-08 -2.298110e-06
##    1.216695e-05  5.445559e-05  4.188465e-05  5.020974e-07  1.100082e-04
##   -4.546976e-06 -2.036084e-05 -1.564477e-05 -2.010741e-07 -4.111372e-05
##    3.562417e-06  1.594708e-05  1.226132e-05  1.507628e-07  3.221036e-05
##   -4.029915e-06 -1.804780e-05 -1.386383e-05 -1.813252e-07 -3.643891e-05
##   -9.205687e-06 -4.122006e-05 -3.167559e-05 -4.044630e-07 -8.323737e-05
##   -1.184809e-06 -5.306034e-06 -4.076083e-06 -5.319801e-08 -1.071315e-05
##    2.918243e-06  1.306039e-05  1.004668e-05  1.193629e-07  2.638531e-05
##   -2.981538e-06 -1.335079e-05 -1.025874e-05 -1.315778e-07 -2.695901e-05
##    2.693213e-06  1.205585e-05  9.269863e-06  1.136266e-07  2.435121e-05
##   -3.069344e-06 -1.374541e-05 -1.055966e-05 -1.374161e-07 -2.775323e-05
##   -4.597331e-06 -2.058424e-05 -1.581974e-05 -2.004909e-07 -4.156862e-05
##    3.338449e-06  1.494440e-05  1.149054e-05  1.411520e-07  3.018529e-05
##   -9.321894e-07 -4.176189e-06 -3.205778e-06 -4.386179e-08 -8.429237e-06
##   -6.004377e-06 -2.688507e-05 -2.066076e-05 -2.630391e-07 -5.429117e-05
##   -3.020600e-06 -1.352398e-05 -1.039455e-05 -1.309781e-07 -2.731186e-05
##    3.214941e-06  1.439068e-05  1.106613e-05  1.347911e-07  2.906839e-05
##   -6.497677e-02 -1.918220e-05 -1.474198e-05 -1.870396e-07 -3.873702e-05
##    1.250732e-01  2.441807e-05  1.877311e-05  2.319833e-07  4.931874e-05
##    3.007278e-02 -1.199740e-06 -9.217953e-07 -1.189497e-08 -2.422517e-06
##   -1.199740e-06  3.842687e-01 -2.695524e-02 -3.148426e-02 -1.084819e-05
##   -9.217953e-07 -2.695524e-02  5.801269e-01 -5.586447e-02 -8.334788e-06
##   -1.189497e-08 -3.148426e-02 -5.586447e-02  1.390021e+00 -1.077226e-07
##   -2.422517e-06 -1.084819e-05 -8.334788e-06 -1.077226e-07  1.083862e+00
##   -2.842007e-07 -1.273081e-06 -9.774682e-07 -1.319392e-08  4.664560e-02
##   -5.976468e-07 -2.677448e-06 -2.055292e-06 -2.812391e-08  7.865579e-03
##    1.211867e-07  5.399479e-07  4.191960e-07  1.693180e-09  1.095231e-06
##   -2.155504e-06 -9.650721e-06 -7.417575e-06 -9.345529e-08 -1.948978e-05
##    9.536527e-07  4.267966e-06  3.283189e-06  3.895330e-08  8.622448e-06
##   -2.130556e-06 -9.540608e-06 -7.330417e-06 -9.451844e-08 -1.926452e-05
##   -5.188935e-07 -2.324087e-06 -1.784912e-06 -2.367768e-08 -4.691939e-06
##   -1.250706e-06 -5.602648e-06 -4.301554e-06 -5.818620e-08 -1.130930e-05
##   -1.958814e-06 -8.770496e-06 -6.740389e-06 -8.547336e-08 -1.771142e-05
##   -1.868656e-07 -8.369159e-07 -6.428227e-07 -8.470304e-09 -1.689668e-06
##   -1.889667e-06 -8.461441e-06 -6.501999e-06 -8.319728e-08 -1.708630e-05
##   -9.750965e-07 -4.369994e-06 -3.352034e-06 -4.801928e-08 -8.817534e-06
##   -3.020734e-06 -1.352478e-05 -1.039485e-05 -1.312560e-07 -2.731311e-05
##    4.307962e-07  1.925713e-06  1.484988e-06  1.453153e-08  3.894594e-06
## d -1.882313e-01 -1.731108e+00 -2.014823e+00 -1.369240e+00 -2.990452e+00
##           [,36]         [,37]         [,38]         [,39]         [,40]
##    2.450687e-04  3.985102e-04 -1.762156e-03  1.170411e-02 -5.920425e-03
##   -3.396755e-06 -7.142580e-06  1.453312e-06 -2.577073e-05  1.140464e-05
##   -2.467243e-06 -5.187506e-06  1.061092e-06 -1.872785e-05  8.291197e-06
##    2.814642e-07  5.914119e-07 -1.250128e-07  2.143146e-06 -9.512240e-07
##    5.354724e-06  1.125602e-05 -2.329585e-06  4.069040e-05 -1.803068e-05
##    6.040599e-07  1.269501e-06 -2.656713e-07  4.595067e-06 -2.037906e-06
##   -3.799469e-06 -7.988906e-06  1.630667e-06 -2.883456e-05  1.276359e-05
##   -6.330499e-06 -1.331138e-05  2.710377e-06 -4.803177e-05  2.125722e-05
##   -5.247189e-06 -1.103249e-05  2.256611e-06 -3.982921e-05  1.763316e-05
##    1.979490e-06  4.160611e-06 -8.655566e-07  1.504945e-05 -6.671350e-06
##   -2.174436e-05 -4.572534e-05  9.282038e-06 -1.649357e-04  7.297801e-05
##   -2.724637e-07 -5.749087e-07  9.597770e-08 -2.032512e-06  8.869397e-07
##    1.288725e-05  2.708806e-05 -5.626093e-06  9.796257e-05 -4.342088e-05
##   -4.822920e-06 -1.014187e-05  2.059307e-06 -3.658380e-05  1.618733e-05
##    3.775204e-06  7.936447e-06 -1.635211e-06  2.867557e-05 -1.270231e-05
##   -4.276047e-06 -8.992912e-06  1.815098e-06 -3.241755e-05  1.433736e-05
##   -9.763035e-06 -2.052932e-05  4.177675e-06 -7.407175e-05  3.278020e-05
##   -1.257117e-06 -2.643792e-06  5.340066e-07 -9.531095e-06  4.215567e-06
##    3.090471e-06  6.495594e-06 -1.352849e-06  2.349842e-05 -1.041765e-05
##   -3.162344e-06 -6.649843e-06  1.351197e-06 -2.398922e-05  1.061514e-05
##    2.853905e-06  5.999525e-06 -1.237362e-06  2.167963e-05 -9.604077e-06
##   -3.256462e-06 -6.848405e-06  1.384668e-06 -2.469185e-05  1.092194e-05
##   -4.874917e-06 -1.025029e-05  2.091160e-06 -3.699445e-05  1.637490e-05
##    3.537792e-06  7.437302e-06 -1.532833e-06  2.687301e-05 -1.190411e-05
##   -9.900890e-07 -2.082880e-06  4.136877e-07 -7.494985e-06  3.310809e-06
##   -6.367517e-06 -1.338911e-05  2.727354e-06 -4.831454e-05  2.138305e-05
##   -3.202605e-06 -6.733738e-06  1.376380e-06 -2.430806e-05  1.076108e-05
##    3.406336e-06  7.160573e-06 -1.479792e-06  2.588105e-05 -1.146708e-05
##   -4.542944e-06 -9.552329e-06  1.948048e-06 -3.447400e-05  1.525884e-05
##    5.780942e-06  1.215340e-05 -2.500053e-06  4.390407e-05 -1.944563e-05
##   -2.842007e-07 -5.976468e-07  1.211867e-07 -2.155504e-06  9.536527e-07
##   -1.273081e-06 -2.677448e-06  5.399479e-07 -9.650721e-06  4.267966e-06
##   -9.774682e-07 -2.055292e-06  4.191960e-07 -7.417575e-06  3.283189e-06
##   -1.319392e-08 -2.812391e-08  1.693180e-09 -9.345529e-08  3.895330e-08
##    4.664560e-02  7.865579e-03  1.095231e-06 -1.948978e-05  8.622448e-06
##    1.168120e+00 -2.704680e-02  1.266972e-07 -2.285378e-06  1.009908e-06
##   -2.704680e-02  1.290466e+00  2.652139e-07 -4.805190e-06  2.122621e-06
##    1.266972e-07  2.652139e-07  1.348793e+00  1.295259e-01 -2.246456e-03
##   -2.285378e-06 -4.805190e-06  1.295259e-01  4.791521e-01 -1.829871e-02
##    1.009908e-06  2.122621e-06 -2.246456e-03 -1.829871e-02  1.360006e+00
##   -2.260006e-06 -4.752551e-06  9.639475e-07 -1.714131e-05  7.583929e-06
##   -5.507517e-07 -1.158389e-06  2.326497e-07 -4.173450e-06  1.845108e-06
##   -1.328056e-06 -2.793653e-06  5.571727e-07 -1.005722e-05  4.444028e-06
##   -2.077112e-06 -4.367474e-06  8.908367e-07 -1.576237e-05  6.976816e-06
##   -1.983101e-07 -4.170845e-07  8.396475e-08 -1.503068e-06  6.646338e-07
##   -2.004162e-06 -4.214329e-06  8.570032e-07 -1.520450e-05  6.728338e-06
##   -1.036737e-06 -2.181720e-06  4.258429e-07 -7.835774e-06  3.456874e-06
##   -3.202885e-06 -6.734415e-06  1.375566e-06 -2.430861e-05  1.076075e-05
##    4.546671e-07  9.546032e-07 -2.096562e-07  3.474933e-06 -1.547008e-06
## d -3.079013e+00 -1.275909e+00 -2.250876e+00 -1.566704e+00 -1.339276e+00
##           [,41]         [,42]         [,43]         [,44]         [,45]
##   -5.663273e-03 -1.581530e-03 -4.154835e-03  4.445072e-03  3.263323e-04
##   -2.546978e-05 -6.202307e-06 -1.494824e-05 -2.341847e-05 -2.233666e-06
##   -1.850616e-05 -4.505637e-06 -1.085753e-05 -1.701768e-05 -1.622715e-06
##    2.115617e-06  5.144201e-07  1.238508e-06  1.946891e-06  1.853265e-07
##    4.019421e-05  9.781498e-06  2.356355e-05  3.697098e-05  3.523211e-06
##    4.537469e-06  1.103740e-06  2.658086e-06  4.174644e-06  3.975988e-07
##   -2.849508e-05 -6.938172e-06 -1.672032e-05 -2.620195e-05 -2.498749e-06
##   -4.746985e-05 -1.155937e-05 -2.785883e-05 -4.364735e-05 -4.162957e-06
##   -3.935778e-05 -9.582321e-06 -2.309116e-05 -3.619214e-05 -3.451093e-06
##    1.486355e-05  3.616401e-06  8.710641e-06  1.367320e-05  1.302659e-06
##   -1.630212e-04 -3.970189e-05 -9.569195e-05 -1.498839e-04 -1.429772e-05
##   -2.020005e-06 -4.953487e-07 -1.199684e-06 -1.849849e-06 -1.780959e-07
##    9.675739e-05  2.354323e-05  5.670993e-05  8.900533e-05  8.480347e-06
##   -3.615887e-05 -8.805975e-06 -2.122455e-05 -3.324515e-05 -3.171276e-06
##    2.832981e-05  6.895428e-06  1.661307e-05  2.605539e-05  2.483570e-06
##   -3.204685e-05 -7.806341e-06 -1.881822e-05 -2.946059e-05 -2.811126e-06
##   -7.320646e-05 -1.782688e-05 -4.296457e-05 -6.731067e-05 -6.420083e-06
##   -9.421894e-06 -2.295029e-06 -5.532365e-06 -8.661666e-06 -8.264641e-07
##    2.320734e-05  5.646250e-06  1.359941e-05  2.134932e-05  2.033850e-06
##   -2.371007e-05 -5.774093e-06 -1.391671e-05 -2.179982e-05 -2.079425e-06
##    2.141756e-05  5.212798e-06  1.255879e-05  1.969853e-05  1.877544e-06
##   -2.440820e-05 -5.945236e-06 -1.433111e-05 -2.243926e-05 -2.140962e-06
##   -3.655948e-05 -8.901924e-06 -2.145308e-05 -3.361698e-05 -3.205969e-06
##    2.654873e-05  6.461841e-06  1.556831e-05  2.441747e-05  2.327409e-06
##   -7.412870e-06 -1.806814e-06 -4.357434e-06 -6.812246e-06 -6.505537e-07
##   -4.774870e-05 -1.162709e-05 -2.802170e-05 -4.390415e-05 -4.187359e-06
##   -2.402085e-05 -5.848442e-06 -1.409365e-05 -2.208846e-05 -2.106315e-06
##    2.556662e-05  6.222145e-06  1.498971e-05  2.351562e-05  2.241132e-06
##   -3.406906e-05 -8.295645e-06 -1.999218e-05 -3.132674e-05 -2.987612e-06
##    4.337683e-05  1.055851e-05  2.543960e-05  3.989297e-05  3.802868e-06
##   -2.130556e-06 -5.188935e-07 -1.250706e-06 -1.958814e-06 -1.868656e-07
##   -9.540608e-06 -2.324087e-06 -5.602648e-06 -8.770496e-06 -8.369159e-07
##   -7.330417e-06 -1.784912e-06 -4.301554e-06 -6.740389e-06 -6.428227e-07
##   -9.451844e-08 -2.367768e-08 -5.818620e-08 -8.547336e-08 -8.470304e-09
##   -1.926452e-05 -4.691939e-06 -1.130930e-05 -1.771142e-05 -1.689668e-06
##   -2.260006e-06 -5.507517e-07 -1.328056e-06 -2.077112e-06 -1.983101e-07
##   -4.752551e-06 -1.158389e-06 -2.793653e-06 -4.367474e-06 -4.170845e-07
##    9.639475e-07  2.326497e-07  5.571727e-07  8.908367e-07  8.396475e-08
##   -1.714131e-05 -4.173450e-06 -1.005722e-05 -1.576237e-05 -1.503068e-06
##    7.583929e-06  1.845108e-06  4.444028e-06  6.976816e-06  6.646338e-07
##    2.889840e+00  3.337857e-01 -1.135133e-01 -1.557713e-05 -1.485996e-06
##    3.337857e-01  1.018135e+00 -1.141021e-02 -3.792928e-06 -3.620120e-07
##   -1.135133e-01 -1.141021e-02  1.210261e+00 -9.140766e-06 -8.727387e-07
##   -1.557713e-05 -3.792928e-06 -9.140766e-06  6.297797e-01  1.818192e-01
##   -1.485996e-06 -3.620120e-07 -8.727387e-07  1.818192e-01  7.366532e-01
##   -1.502720e-05 -3.659450e-06 -8.819812e-06  9.805947e-02 -9.542957e-02
##   -7.753934e-06 -1.891174e-06 -4.562962e-06 -7.123012e-06 -6.808222e-07
##   -2.402190e-05 -5.848854e-06 -1.409490e-05 -2.208908e-05 -2.106450e-06
##    3.426107e-06  8.317833e-07  2.000401e-06  3.155655e-06  2.997716e-07
## d -3.206845e+00 -2.007500e+00 -1.187234e+00 -2.001047e+00 -1.479237e+00
##           [,46]         [,47]         [,48]         [,49]        [,50]
##    4.059238e-03  2.186825e-03  1.219620e-02 -3.036449e-03   -7.3797000
##   -2.259086e-05 -1.165089e-05 -3.611487e-05  5.155664e-06   -1.8681182
##   -1.641524e-05 -8.458829e-06 -2.624464e-05  3.752443e-06   -1.6946248
##    1.877223e-06  9.622155e-07  3.003050e-06 -4.335903e-07   -1.4037770
##    3.565717e-05  1.833977e-05  5.702035e-05 -8.181106e-06   -3.0320094
##    4.025751e-06  2.066878e-06  6.438958e-06 -9.268960e-07   -2.5156460
##   -2.527502e-05 -1.302867e-05 -4.040813e-05  5.773936e-06   -1.3814014
##   -4.210450e-05 -2.171235e-05 -6.731115e-05  9.611135e-06   -4.7520072
##   -3.491093e-05 -1.798979e-05 -5.581545e-05  7.980397e-06   -4.8526391
##    1.318648e-05  6.776635e-06  2.108880e-05 -3.030406e-06   -1.2457184
##   -1.445910e-04 -7.459822e-05 -2.311409e-04  3.297434e-05  -11.6390204
##   -1.788356e-06 -9.489580e-07 -2.849847e-06  3.849143e-07   -6.7080919
##    8.583874e-05  4.412483e-05  1.372757e-04 -1.971658e-05   -1.1187181
##   -3.207106e-05 -1.654558e-05 -5.126851e-05  7.314494e-06   -4.8846081
##    2.513083e-05  1.293500e-05  4.018422e-05 -5.757858e-06   -4.5496275
##   -2.842218e-05 -1.467696e-05 -4.543071e-05  6.470219e-06   -1.1463690
##   -6.493182e-05 -3.348690e-05 -1.038034e-04  1.481927e-05   -5.5166462
##   -8.356290e-06 -4.314614e-06 -1.335707e-05  1.902718e-06   -5.3445632
##    2.058908e-05  1.057895e-05  3.292824e-05 -4.733298e-06   -1.2818497
##   -2.102976e-05 -1.084813e-05 -3.361841e-05  4.797337e-06   -5.2065104
##    1.899931e-05  9.777506e-06  3.038044e-05 -4.354392e-06   -4.8804287
##   -2.164788e-05 -1.117571e-05 -3.460356e-05  4.930739e-06   -0.9969279
##   -3.242794e-05 -1.671721e-05 -5.184329e-05  7.406772e-06   -5.5146314
##    2.355095e-05  1.212124e-05  3.765819e-05 -5.396395e-06   -5.2255344
##   -6.573372e-06 -3.402953e-06 -1.050413e-05  1.488978e-06   -0.8314258
##   -4.235201e-05 -2.183853e-05 -6.770734e-05  9.668907e-06   -3.3614786
##   -2.130670e-05 -1.098067e-05 -3.406465e-05  4.869510e-06   -2.9713305
##    2.268036e-05  1.166810e-05  3.626784e-05 -5.201322e-06   -1.3150822
##   -3.021884e-05 -1.557929e-05 -4.831124e-05  6.901400e-06   -5.9139852
##    3.847813e-05  1.981002e-05  6.152482e-05 -8.811497e-06   -5.6315385
##   -1.889667e-06 -9.750965e-07 -3.020734e-06  4.307962e-07   -0.1882313
##   -8.461441e-06 -4.369994e-06 -1.352478e-05  1.925713e-06   -1.7311077
##   -6.501999e-06 -3.352034e-06 -1.039485e-05  1.484988e-06   -2.0148225
##   -8.319728e-08 -4.801928e-08 -1.312560e-07  1.453153e-08   -1.3692404
##   -1.708630e-05 -8.817534e-06 -2.731311e-05  3.894594e-06   -2.9904517
##   -2.004162e-06 -1.036737e-06 -3.202885e-06  4.546671e-07   -3.0790129
##   -4.214329e-06 -2.181720e-06 -6.734415e-06  9.546032e-07   -1.2759090
##    8.570032e-07  4.258429e-07  1.375566e-06 -2.096562e-07   -2.2508761
##   -1.520450e-05 -7.835774e-06 -2.430861e-05  3.474933e-06   -1.5667038
##    6.728338e-06  3.456874e-06  1.076075e-05 -1.547008e-06   -1.3392758
##   -1.502720e-05 -7.753934e-06 -2.402190e-05  3.426107e-06   -3.2068453
##   -3.659450e-06 -1.891174e-06 -5.848854e-06  8.317833e-07   -2.0074996
##   -8.819812e-06 -4.562962e-06 -1.409490e-05  2.000401e-06   -1.1872341
##    9.805947e-02 -7.123012e-06 -2.208908e-05  3.155655e-06   -2.0010466
##   -9.542957e-02 -6.808222e-07 -2.106450e-06  2.997716e-07   -1.4792370
##    9.119168e-01 -6.874626e-06 -2.130748e-05  3.041285e-06   -1.0397968
##   -6.874626e-06  2.262430e+00  1.191989e-01 -1.923617e-01   -4.4036032
##   -2.130748e-05  1.191989e-01  6.856941e-01 -1.053780e-02   -4.3120986
##    3.041285e-06 -1.923617e-01 -1.053780e-02  1.307937e+00   -1.2755946
## d -1.039797e+00 -4.403603e+00 -4.312099e+00 -1.275595e+00 1527.5000000
## 
## Model rank =  1025 / 1025 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                 k'   edf k-index p-value    
## s(bb.sp)                     16.00 14.76      NA      NA    
## te(yday,elev.mean):bb.spbss  63.00  9.93    0.55  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.00 13.86    0.55  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 21.70    0.55  <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.00 38.93    0.55  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.00 21.16    0.55  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 24.29    0.55  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.00 22.17    0.55  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00 23.14    0.55  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00 15.30    0.55  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00 23.47    0.55  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 10.23    0.55  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 14.69    0.55  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 10.31    0.55  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00 12.80    0.55  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00  9.04    0.55  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 19.98    0.55  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#weighted_fl_abundance.2010.sum <- summary(weighted_fl_abundance.2010)
#print(plot(weighted_fl_abundance.2010, allTerms = TRUE), pages = 4)
#weighted_fl_abundance.2010.ck <- check2D(weighted_fl_abundance.2010, x1 = "yday", x2 = "elev.mean")

weighted_fl_abundance.2010.sqrt <- bam(log(fl.abund.wt.sqrt + 0.01) ~
                                      s(bb.sp, bs = "re") +
                                      #s(management, bs = "re") +
                                      #s(site, bs = "re") +
                                      te(yday, elev.mean, 
                                                by = bb.sp,
                                                #id = 0,
                                                bs= c("gp", "tp"), 
                                                k=c(8, 8), 
                                                m=2),
                                    data = filter(fl_abund_wt, year == 2010),
                                    discrete = TRUE,
                                    family = "gaussian",
                                    select = TRUE,
                                    method = "fREML") %>% getViz(nsim = 500)

check.gamViz(weighted_fl_abundance.2010.sqrt)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1] -6.195933e-12 -2.664535e-14 -2.664535e-15  0.000000e+00  2.555023e-11
##  [6]  1.001865e-11  2.867389e-10 -6.661338e-15  1.731948e-14 -2.664535e-15
## [11]  3.055334e-13  1.705303e-13 -1.043610e-14  4.440892e-15  6.217249e-15
## [16] -4.440892e-15 -1.776357e-14 -5.329071e-15  5.107026e-15 -2.664535e-15
## [21] -4.440892e-15  5.551115e-16  8.881784e-16 -9.769963e-15  2.775558e-15
## [26]  4.884981e-15 -8.881784e-16 -1.332268e-15  4.341789e-10  1.457954e-10
## [31] -2.319614e-05 -6.813261e-11 -5.737633e-12  1.749267e-12 -8.881784e-16
## [36]  4.440892e-15  1.998401e-15  0.000000e+00  8.881784e-15  2.664535e-15
## [41]  4.440892e-16 -3.108624e-15 -6.661338e-16 -1.154632e-14  1.110223e-15
## [46] -4.440892e-16 -8.437695e-15 -4.884981e-15 -6.661338e-16 -2.543629e-09
## 
## $hess
##            [,1]          [,2]          [,3]          [,4]          [,5]
##    7.216036e+00  3.345271e-02  2.023270e-02 -1.705566e-03  7.049373e-02
##    3.345271e-02  8.604686e-01  1.340052e-01  4.018841e-02  6.181896e-05
##    2.023270e-02  1.340052e-01  1.153375e+00 -4.286392e-02  3.661608e-05
##   -1.705566e-03  4.018841e-02 -4.286392e-02  1.436675e+00 -2.431047e-06
##    7.049373e-02  6.181896e-05  3.661608e-05 -2.431047e-06  1.893039e+00
##    9.915904e-04  1.151201e-06  6.831197e-07 -4.643714e-08  1.733103e-01
##   -5.682754e-02 -4.829914e-05 -2.860132e-05  1.893020e-06  5.754770e-02
##    1.408349e-02 -4.809755e-05 -2.847981e-05  1.883127e-06  4.722977e-05
##    9.329072e-03 -3.023250e-05 -1.790327e-05  1.185372e-06  2.969838e-05
##   -7.629368e-03  2.215445e-05  1.312260e-05 -8.714765e-07 -2.178192e-05
##   -3.143687e-01 -2.640362e-04 -1.563490e-04  1.034348e-05  2.593115e-04
##   -5.345773e-02 -4.479084e-05 -2.652239e-05  1.754193e-06  4.398626e-05
##    1.509344e-01  1.314902e-04  7.788374e-05 -5.171414e-06 -1.292730e-04
##   -8.036323e-04 -6.009257e-05 -3.558214e-05  2.352549e-06  5.900697e-05
##   -1.115081e-03  4.184063e-05  2.478119e-05 -1.644005e-06 -4.112472e-05
##   -1.604969e-03 -5.456852e-05 -3.230787e-05  2.133155e-06  5.356184e-05
##    5.711951e-03 -1.239633e-04 -7.340422e-05  4.855643e-06  1.217414e-04
##    9.456330e-04 -2.474873e-05 -1.465409e-05  9.687115e-07  2.430050e-05
##   -4.494879e-03  3.843633e-05  2.277033e-05 -1.515297e-06 -3.781234e-05
##   -2.571167e-03 -3.440742e-05 -2.037331e-05  1.346922e-06  3.378527e-05
##    6.337640e-04  2.449257e-05  1.450713e-05 -9.630829e-07 -2.407828e-05
##   -3.593827e-03 -4.593093e-05 -2.719598e-05  1.797445e-06  4.509655e-05
##   -8.290965e-03 -6.252597e-05 -3.702622e-05  2.450802e-06  6.141632e-05
##    5.072843e-03  4.682287e-05  2.773163e-05 -1.839372e-06 -4.601907e-05
##   -2.404305e-03 -1.408893e-05 -8.341026e-06  5.503130e-07  1.382607e-05
##    1.562791e-02 -7.473929e-05 -4.425713e-05  2.928130e-06  7.340362e-05
##    4.070897e-03 -1.926423e-05 -1.140755e-05  7.548854e-07  1.892098e-05
##   -8.152513e-03  3.423870e-05  2.027837e-05 -1.344952e-06 -3.365048e-05
##   -3.380760e-03 -5.894274e-05 -3.490401e-05  2.310058e-06  5.789473e-05
##    2.217509e-03  6.346949e-05  3.759008e-05 -2.492573e-06 -6.237500e-05
##   -2.613358e-07 -4.510326e-09 -2.670861e-09  1.767573e-10  4.430069e-09
##    1.563116e-02 -4.138070e-05 -2.450323e-05  1.620747e-06  4.063810e-05
##    4.499042e-03 -1.180361e-05 -6.989562e-06  4.624530e-07  1.159275e-05
##    6.663560e-04 -2.462237e-06 -1.456983e-06  9.549637e-08  2.411779e-06
##    9.159983e-03 -3.739587e-05 -2.214258e-05  1.463683e-06  3.671817e-05
##    2.464015e-03 -9.908803e-06 -5.867273e-06  3.879647e-07  9.730112e-06
##    2.813381e-05 -1.743836e-06 -1.031019e-06  6.682802e-08  1.702732e-06
##    9.927109e-03 -3.597915e-05 -2.130229e-05  1.406896e-06  3.531823e-05
##    6.614729e-03 -2.205780e-05 -1.306186e-05  8.644168e-07  2.166519e-05
##   -2.851837e-03  7.287105e-06  4.317722e-06 -2.879531e-07 -7.173264e-06
##   -5.507331e-03 -2.599268e-05 -1.539029e-05  1.017062e-06  2.551966e-05
##   -1.084386e-03 -4.016833e-06 -2.377471e-06  1.563359e-07  3.938150e-06
##   -5.593693e-03 -2.398505e-05 -1.419959e-05  9.366679e-07  2.353631e-05
##    6.912268e-03 -3.141375e-05 -1.860138e-05  1.230371e-06  3.085000e-05
##    1.240499e-03 -5.954115e-06 -3.525410e-06  2.329536e-07  5.845602e-06
##    2.731702e-03 -1.401145e-05 -8.295411e-06  5.475248e-07  1.375162e-05
##    6.629111e-03 -2.699516e-05 -1.598186e-05  1.054426e-06  2.649148e-05
##    9.888589e-03 -3.437204e-05 -2.035471e-05  1.347738e-06  3.376519e-05
##    7.541127e-05 -2.016394e-06 -1.192151e-06  7.726035e-08  1.968780e-06
## d -7.404548e+00 -2.375925e+00 -2.042999e+00 -1.408000e+00 -3.063042e+00
##            [,6]          [,7]          [,8]          [,9]         [,10]
##    9.915904e-04 -5.682754e-02  1.408349e-02  9.329072e-03 -7.629368e-03
##    1.151201e-06 -4.829914e-05 -4.809755e-05 -3.023250e-05  2.215445e-05
##    6.831197e-07 -2.860132e-05 -2.847981e-05 -1.790327e-05  1.312260e-05
##   -4.643714e-08  1.893020e-06  1.883127e-06  1.185372e-06 -8.714765e-07
##    1.733103e-01  5.754770e-02  4.722977e-05  2.969838e-05 -2.178192e-05
##    7.131747e-01  3.136373e-02  8.786708e-07  5.539241e-07 -4.086142e-07
##    3.136373e-02  1.306311e+00 -3.690523e-05 -2.319856e-05  1.700192e-05
##    8.786708e-07 -3.690523e-05  1.136995e+00 -7.442499e-02 -4.796497e-02
##    5.539241e-07 -2.319856e-05 -7.442499e-02  3.546818e-01 -1.520935e-03
##   -4.086142e-07  1.700192e-05 -4.796497e-02 -1.520935e-03  1.347879e+00
##    4.829144e-06 -2.025989e-04 -2.017529e-04 -1.268154e-04  9.293114e-05
##    8.187682e-07 -3.436836e-05 -3.422551e-05 -2.151249e-05  1.576356e-05
##   -2.424296e-06  1.009085e-04  1.004583e-04  6.316948e-05 -4.633195e-05
##    1.097602e-06 -4.610885e-05 -4.591851e-05 -2.886103e-05  2.114643e-05
##   -7.699377e-07  3.210834e-05  3.196730e-05  2.009957e-05 -1.473899e-05
##    9.937200e-07 -4.186811e-05 -4.169971e-05 -2.620560e-05  1.919450e-05
##    2.266723e-06 -9.511848e-05 -9.472209e-05 -5.953858e-05  4.362914e-05
##    4.518782e-07 -1.898952e-05 -1.891137e-05 -1.188610e-05  8.708585e-06
##   -7.121051e-07  2.949939e-05  2.936266e-05  1.846800e-05 -1.355273e-05
##    6.283769e-07 -2.640066e-05 -2.629180e-05 -1.652500e-05  1.210767e-05
##   -4.513888e-07  1.879600e-05  1.871242e-05  1.176638e-05 -8.629720e-06
##    8.382771e-07 -3.524219e-05 -3.509769e-05 -2.205901e-05  1.616121e-05
##    1.144894e-06 -4.797806e-05 -4.777577e-05 -3.003198e-05  2.201040e-05
##   -8.612419e-07  3.593142e-05  3.577415e-05  2.249266e-05 -1.649305e-05
##    2.561459e-07 -1.080953e-05 -1.076668e-05 -6.765636e-06  4.954655e-06
##    1.367204e-06 -5.734875e-05 -5.710892e-05 -3.589714e-05  2.630617e-05
##    3.525456e-07 -1.478188e-05 -1.471985e-05 -9.252689e-06  6.780871e-06
##   -6.297090e-07  2.627440e-05  2.615950e-05  1.644745e-05 -1.206018e-05
##    1.079004e-06 -4.522834e-05 -4.503806e-05 -2.831069e-05  2.074828e-05
##   -1.166730e-06  4.870536e-05  4.849323e-05  3.048877e-05 -2.235481e-05
##    8.255687e-11 -3.460887e-09 -3.446341e-09 -2.166340e-09  1.587644e-09
##    7.565355e-07 -3.175181e-05 -3.161968e-05 -1.987472e-05  1.456368e-05
##    2.159346e-07 -9.057124e-06 -9.019231e-06 -5.669261e-06  4.154577e-06
##    4.411898e-08 -1.888648e-06 -1.882121e-06 -1.181879e-06  8.641560e-07
##    6.827394e-07 -2.869352e-05 -2.857552e-05 -1.796010e-05  1.315870e-05
##    1.810314e-07 -7.603029e-06 -7.571576e-06 -4.758997e-06  3.487006e-06
##    3.047939e-08 -1.337045e-06 -1.333565e-06 -8.364391e-07  6.099583e-07
##    6.556022e-07 -2.760556e-05 -2.749393e-05 -1.727869e-05  1.265677e-05
##    4.037294e-07 -1.692550e-05 -1.685438e-05 -1.059450e-05  7.764348e-06
##   -1.356448e-07  5.593221e-06  5.566349e-06  3.501833e-06 -2.571165e-06
##    4.742673e-07 -1.994375e-05 -1.986216e-05 -1.248328e-05  9.145435e-06
##    7.249405e-08 -3.081470e-06 -3.070049e-06 -1.928498e-06  1.411161e-06
##    4.358856e-07 -1.840206e-05 -1.832937e-05 -1.151770e-05  8.434344e-06
##    5.743135e-07 -2.410407e-05 -2.400377e-05 -1.508770e-05  1.105587e-05
##    1.086174e-07 -4.568477e-06 -4.549819e-06 -2.859512e-06  2.094874e-06
##    2.549641e-07 -1.075025e-05 -1.070730e-05 -6.728608e-06  4.928018e-06
##    4.907856e-07 -2.071165e-05 -2.062955e-05 -1.296332e-05  9.493378e-06
##    6.298268e-07 -2.637503e-05 -2.626315e-05 -1.650966e-05  1.210086e-05
##    3.523113e-08 -1.546013e-06 -1.542008e-06 -9.671629e-07  7.052607e-07
## d -2.650810e+00 -1.356467e+00 -3.015016e+00 -3.024895e+00 -1.334134e+00
##           [,11]         [,12]         [,13]         [,14]         [,15]
##   -3.143687e-01 -5.345773e-02  1.509344e-01 -8.036323e-04 -1.115081e-03
##   -2.640362e-04 -4.479084e-05  1.314902e-04 -6.009257e-05  4.184063e-05
##   -1.563490e-04 -2.652239e-05  7.788374e-05 -3.558214e-05  2.478119e-05
##    1.034348e-05  1.754193e-06 -5.171414e-06  2.352549e-06 -1.644005e-06
##    2.593115e-04  4.398626e-05 -1.292730e-04  5.900697e-05 -4.112472e-05
##    4.829144e-06  8.187682e-07 -2.424296e-06  1.097602e-06 -7.699377e-07
##   -2.025989e-04 -3.436836e-05  1.009085e-04 -4.610885e-05  3.210834e-05
##   -2.017529e-04 -3.422551e-05  1.004583e-04 -4.591851e-05  3.196730e-05
##   -1.268154e-04 -2.151249e-05  6.316948e-05 -2.886103e-05  2.009957e-05
##    9.293114e-05  1.576356e-05 -4.633195e-05  2.114643e-05 -1.473899e-05
##    6.875231e+00  3.662971e-01  3.104172e-01 -2.520679e-04  1.755083e-04
##    3.662971e-01  3.361312e+00  5.222976e-02 -4.276105e-05  2.977142e-05
##    3.104172e-01  5.222976e-02  9.721583e-01  1.255085e-04 -8.747499e-05
##   -2.520679e-04 -4.276105e-05  1.255085e-04  3.499431e+00  4.789364e-01
##    1.755083e-04  2.977142e-05 -8.747499e-05  4.789364e-01  2.233186e+00
##   -2.288959e-04 -3.883116e-05  1.139255e-04  3.069435e-02 -1.462723e-03
##   -5.199843e-04 -8.820978e-05  2.589463e-04 -1.183448e-04  8.239806e-05
##   -1.038125e-04 -1.761091e-05  5.168739e-05 -2.362778e-05  1.644796e-05
##    1.612293e-04  2.734760e-05 -8.043124e-05  3.668396e-05 -2.558287e-05
##   -1.443275e-04 -2.448388e-05  7.186163e-05 -3.284883e-05  2.286764e-05
##    1.027388e-04  1.742731e-05 -5.121637e-05  2.337856e-05 -1.629321e-05
##   -1.926645e-04 -3.268403e-05  9.592063e-05 -4.385095e-05  3.052428e-05
##   -2.622758e-04 -4.449173e-05  1.306344e-04 -5.969033e-05  4.156669e-05
##    1.964072e-04  3.331662e-05 -9.788546e-05  4.469507e-05 -3.114178e-05
##   -5.909806e-05 -1.002587e-05  2.940775e-05 -1.345201e-05  9.359411e-06
##   -3.135064e-04 -5.318281e-05  1.561312e-04 -7.135123e-05  4.968109e-05
##   -8.080705e-05 -1.370795e-05  4.024541e-05 -1.839079e-05  1.280596e-05
##    1.436205e-04  2.436243e-05 -7.157666e-05  3.268284e-05 -2.277184e-05
##   -2.472453e-04 -4.194209e-05  1.231437e-04 -5.626991e-05  3.918356e-05
##    2.662344e-04  4.516168e-05 -1.326753e-04  6.058599e-05 -4.221081e-05
##   -1.891932e-08 -3.209432e-09  9.422878e-09 -4.305810e-09  2.998311e-09
##   -1.735781e-04 -2.944572e-05  8.643800e-05 -3.950533e-05  2.750517e-05
##   -4.951221e-05 -8.399182e-06  2.465805e-05 -1.126852e-05  7.846201e-06
##   -1.032809e-05 -1.752364e-06  5.129547e-06 -2.351645e-06  1.633297e-06
##   -1.568629e-04 -2.661048e-05  7.809987e-05 -3.570214e-05  2.485301e-05
##   -4.156408e-05 -7.050955e-06  2.069608e-05 -9.459875e-06  6.585780e-06
##   -7.314542e-06 -1.241322e-06  3.621194e-06 -1.666363e-06  1.153916e-06
##   -1.509200e-04 -2.560276e-05  7.512167e-05 -3.435100e-05  2.390676e-05
##   -9.252515e-05 -1.569577e-05  4.608244e-05 -2.105763e-05  1.466321e-05
##    3.056741e-05  5.184603e-06 -1.525861e-05  6.954166e-06 -4.852588e-06
##   -1.090304e-04 -1.849619e-05  5.428042e-05 -2.481574e-05  1.727349e-05
##   -1.684909e-05 -2.858599e-06  8.376149e-06 -3.835838e-06  2.666442e-06
##   -1.006087e-04 -1.706813e-05  5.006115e-05 -2.290095e-05  1.593284e-05
##   -1.317701e-04 -2.235343e-05  6.561852e-05 -2.999009e-05  2.088027e-05
##   -2.497547e-05 -4.236909e-06  1.243361e-05 -5.684539e-06  3.956736e-06
##   -5.877309e-05 -9.970657e-06  2.924949e-05 -1.337778e-05  9.308779e-06
##   -1.132351e-04 -1.921010e-05  5.634679e-05 -2.577479e-05  1.793313e-05
##   -1.441794e-04 -2.445804e-05  7.181975e-05 -3.281272e-05  2.285188e-05
##   -8.457784e-06 -1.435342e-06  4.186992e-06 -1.926825e-06  1.334225e-06
## d -1.038901e+01 -6.475558e+00 -1.134737e+00 -5.184382e+00 -4.947183e+00
##           [,16]         [,17]         [,18]         [,19]         [,20]
##   -1.604969e-03  5.711951e-03  9.456330e-04 -4.494879e-03 -2.571167e-03
##   -5.456852e-05 -1.239633e-04 -2.474873e-05  3.843633e-05 -3.440742e-05
##   -3.230787e-05 -7.340422e-05 -1.465409e-05  2.277033e-05 -2.037331e-05
##    2.133155e-06  4.855643e-06  9.687115e-07 -1.515297e-06  1.346922e-06
##    5.356184e-05  1.217414e-04  2.430050e-05 -3.781234e-05  3.378527e-05
##    9.937200e-07  2.266723e-06  4.518782e-07 -7.121051e-07  6.283769e-07
##   -4.186811e-05 -9.511848e-05 -1.898952e-05  2.949939e-05 -2.640066e-05
##   -4.169971e-05 -9.472209e-05 -1.891137e-05  2.936266e-05 -2.629180e-05
##   -2.620560e-05 -5.953858e-05 -1.188610e-05  1.846800e-05 -1.652500e-05
##    1.919450e-05  4.362914e-05  8.708585e-06 -1.355273e-05  1.210767e-05
##   -2.288959e-04 -5.199843e-04 -1.038125e-04  1.612293e-04 -1.443275e-04
##   -3.883116e-05 -8.820978e-05 -1.761091e-05  2.734760e-05 -2.448388e-05
##    1.139255e-04  2.589463e-04  5.168739e-05 -8.043124e-05  7.186163e-05
##    3.069435e-02 -1.183448e-04 -2.362778e-05  3.668396e-05 -3.284883e-05
##   -1.462723e-03  8.239806e-05  1.644796e-05 -2.558287e-05  2.286764e-05
##    1.067567e+00 -1.074669e-04 -2.145752e-05  3.329037e-05 -2.983127e-05
##   -1.074669e-04  3.243203e+00  4.150678e-01  1.626003e-01 -6.776117e-05
##   -2.145752e-05  4.150678e-01  1.926873e+00 -4.132076e-02 -1.352869e-05
##    3.329037e-05  1.626003e-01 -4.132076e-02  1.256165e+00  2.100369e-05
##   -2.983127e-05 -6.776117e-05 -1.352869e-05  2.100369e-05  3.051694e+00
##    2.122141e-05  4.823377e-05  9.627872e-06 -1.498055e-05  7.963948e-01
##   -3.982401e-05 -9.045546e-05 -1.805995e-05  2.803415e-05  6.845229e-02
##   -5.420006e-05 -1.231362e-04 -2.458290e-05  3.818985e-05 -3.417703e-05
##    4.057498e-05  9.220986e-05  1.840675e-05 -2.862648e-05  2.559091e-05
##   -1.221899e-05 -2.774678e-05 -5.540318e-06  8.592154e-06 -7.702366e-06
##   -6.479150e-05 -1.471891e-04 -2.938550e-05  4.564005e-05 -4.085382e-05
##   -1.669968e-05 -3.793829e-05 -7.574099e-06  1.176488e-05 -1.053007e-05
##    2.967021e-05  6.742745e-05  1.345977e-05 -2.093233e-05  1.871311e-05
##   -5.109490e-05 -1.160796e-04 -2.317427e-05  3.599927e-05 -3.221861e-05
##    5.500268e-05  1.249928e-04  2.495119e-05 -3.879882e-05  3.468957e-05
##   -3.909836e-09 -8.882470e-09 -1.773311e-09  2.754617e-09 -2.465390e-09
##   -3.587441e-05 -8.149391e-05 -1.627005e-05  2.526624e-05 -2.261973e-05
##   -1.023251e-05 -2.324564e-05 -4.640860e-06  7.208037e-06 -6.452055e-06
##   -2.137602e-06 -4.849348e-06 -9.686257e-07  1.496967e-06 -1.346548e-06
##   -3.242297e-05 -7.364661e-05 -1.470385e-05  2.282641e-05 -2.044218e-05
##   -8.590712e-06 -1.951414e-05 -3.896012e-06  6.049227e-06 -5.416488e-06
##   -1.516486e-06 -3.434714e-06 -6.864605e-07  1.054701e-06 -9.542058e-07
##   -3.119891e-05 -7.085696e-05 -1.414754e-05  2.195253e-05 -1.966863e-05
##   -1.912115e-05 -4.343982e-05 -8.672408e-06  1.347137e-05 -1.205703e-05
##    6.309354e-06  1.435022e-05  2.863727e-06 -4.466709e-06  3.981622e-06
##   -2.253713e-05 -5.118952e-05 -1.022034e-05  1.586389e-05 -1.420891e-05
##   -3.485492e-06 -7.910936e-06 -1.579888e-06  2.445839e-06 -2.196362e-06
##   -2.080225e-05 -4.723628e-05 -9.431962e-06  1.462604e-05 -1.311266e-05
##   -2.723372e-05 -6.186531e-05 -1.235125e-05  1.918060e-05 -1.717155e-05
##   -5.162630e-06 -1.172593e-05 -2.341176e-06  3.633761e-06 -3.254835e-06
##   -1.215103e-05 -2.759412e-05 -5.509717e-06  8.546528e-06 -7.659848e-06
##   -2.341226e-05 -5.316434e-05 -1.061555e-05  1.646301e-05 -1.475815e-05
##   -2.979358e-05 -6.769080e-05 -1.351355e-05  2.099711e-05 -1.878762e-05
##   -1.753550e-06 -3.971556e-06 -7.937597e-07  1.219462e-06 -1.103354e-06
## d -1.121339e+00 -5.872014e+00 -5.684974e+00 -1.240127e+00 -5.387689e+00
##           [,21]         [,22]         [,23]         [,24]         [,25]
##    6.337640e-04 -3.593827e-03 -8.290965e-03  5.072843e-03 -2.404305e-03
##    2.449257e-05 -4.593093e-05 -6.252597e-05  4.682287e-05 -1.408893e-05
##    1.450713e-05 -2.719598e-05 -3.702622e-05  2.773163e-05 -8.341026e-06
##   -9.630829e-07  1.797445e-06  2.450802e-06 -1.839372e-06  5.503130e-07
##   -2.407828e-05  4.509655e-05  6.141632e-05 -4.601907e-05  1.382607e-05
##   -4.513888e-07  8.382771e-07  1.144894e-06 -8.612419e-07  2.561459e-07
##    1.879600e-05 -3.524219e-05 -4.797806e-05  3.593142e-05 -1.080953e-05
##    1.871242e-05 -3.509769e-05 -4.777577e-05  3.577415e-05 -1.076668e-05
##    1.176638e-05 -2.205901e-05 -3.003198e-05  2.249266e-05 -6.765636e-06
##   -8.629720e-06  1.616121e-05  2.201040e-05 -1.649305e-05  4.954655e-06
##    1.027388e-04 -1.926645e-04 -2.622758e-04  1.964072e-04 -5.909806e-05
##    1.742731e-05 -3.268403e-05 -4.449173e-05  3.331662e-05 -1.002587e-05
##   -5.121637e-05  9.592063e-05  1.306344e-04 -9.788546e-05  2.940775e-05
##    2.337856e-05 -4.385095e-05 -5.969033e-05  4.469507e-05 -1.345201e-05
##   -1.629321e-05  3.052428e-05  4.156669e-05 -3.114178e-05  9.359411e-06
##    2.122141e-05 -3.982401e-05 -5.420006e-05  4.057498e-05 -1.221899e-05
##    4.823377e-05 -9.045546e-05 -1.231362e-04  9.220986e-05 -2.774678e-05
##    9.627872e-06 -1.805995e-05 -2.458290e-05  1.840675e-05 -5.540318e-06
##   -1.498055e-05  2.803415e-05  3.818985e-05 -2.862648e-05  8.592154e-06
##    7.963948e-01  6.845229e-02 -3.417703e-05  2.559091e-05 -7.702366e-06
##    1.450626e+00 -1.269927e-01  2.433295e-05 -1.823234e-05  5.477974e-06
##   -1.269927e-01  7.029578e-01 -4.562277e-05  3.415953e-05 -1.028265e-05
##    2.433295e-05 -4.562277e-05  4.178828e+00  7.193513e-01 -1.953948e-01
##   -1.823234e-05  3.415953e-05  7.193513e-01  1.998489e+00  1.616037e-01
##    5.477974e-06 -1.028265e-05 -1.953948e-01  1.616037e-01  5.197642e-01
##    2.908237e-05 -5.453617e-05 -7.424124e-05  5.559686e-05 -1.672828e-05
##    7.496445e-06 -1.405663e-05 -1.913602e-05  1.433078e-05 -4.311579e-06
##   -1.333202e-05  2.497886e-05  3.401417e-05 -2.548239e-05  7.659328e-06
##    2.293773e-05 -4.300861e-05 -5.855078e-05  4.384911e-05 -1.319175e-05
##   -2.471246e-05  4.630500e-05  6.305264e-05 -4.723537e-05  1.419906e-05
##    1.755181e-09 -3.291052e-09 -4.480324e-09  3.355320e-09 -1.009450e-09
##    1.610077e-05 -3.019550e-05 -4.110447e-05  3.078047e-05 -9.262425e-06
##    4.593024e-06 -8.612908e-06 -1.172497e-05  8.780482e-06 -2.641891e-06
##    9.556067e-07 -1.797919e-06 -2.444839e-06  1.828055e-06 -5.522035e-07
##    1.454776e-05 -2.728905e-05 -3.714523e-05  2.781277e-05 -8.371609e-06
##    3.855068e-06 -7.230623e-06 -9.842526e-06  7.370048e-06 -2.218080e-06
##    6.747187e-07 -1.274393e-06 -1.730691e-06  1.291738e-06 -3.920040e-07
##    1.399319e-05 -2.625696e-05 -3.573664e-05  2.675421e-05 -8.055973e-06
##    8.583691e-06 -1.609495e-05 -2.191105e-05  1.640917e-05 -4.936744e-06
##   -2.841869e-06  5.314095e-06  7.241059e-06 -5.429717e-06  1.628217e-06
##    1.011092e-05 -1.896814e-05 -2.581817e-05  1.933069e-05 -5.819178e-06
##    1.560357e-06 -2.932371e-06 -3.989007e-06  2.984240e-06 -9.002310e-07
##    9.325243e-06 -1.750546e-05 -2.382213e-05  1.783089e-05 -5.371802e-06
##    1.222273e-05 -2.292262e-05 -3.120406e-05  2.336668e-05 -7.031483e-06
##    2.316037e-06 -4.345042e-06 -5.914114e-06  4.427973e-06 -1.333019e-06
##    5.448462e-06 -1.022579e-05 -1.391663e-05  1.041762e-05 -3.137674e-06
##    1.049609e-05 -1.970212e-05 -2.681201e-05  2.006941e-05 -6.045726e-06
##    1.337763e-05 -2.507933e-05 -3.414413e-05  2.557265e-05 -7.691943e-06
##    7.801429e-07 -1.473594e-06 -2.001181e-06  1.493587e-06 -4.532877e-07
## d -5.087549e+00 -9.493499e-01 -5.511953e+00 -5.205401e+00 -7.230467e-01
##           [,26]         [,27]         [,28]         [,29]         [,30]
##    1.562791e-02  4.070897e-03 -8.152513e-03 -3.380760e-03  2.217509e-03
##   -7.473929e-05 -1.926423e-05  3.423870e-05 -5.894274e-05  6.346949e-05
##   -4.425713e-05 -1.140755e-05  2.027837e-05 -3.490401e-05  3.759008e-05
##    2.928130e-06  7.548854e-07 -1.344952e-06  2.310058e-06 -2.492573e-06
##    7.340362e-05  1.892098e-05 -3.365048e-05  5.789473e-05 -6.237500e-05
##    1.367204e-06  3.525456e-07 -6.297090e-07  1.079004e-06 -1.166730e-06
##   -5.734875e-05 -1.478188e-05  2.627440e-05 -4.522834e-05  4.870536e-05
##   -5.710892e-05 -1.471985e-05  2.615950e-05 -4.503806e-05  4.849323e-05
##   -3.589714e-05 -9.252689e-06  1.644745e-05 -2.831069e-05  3.048877e-05
##    2.630617e-05  6.780871e-06 -1.206018e-05  2.074828e-05 -2.235481e-05
##   -3.135064e-04 -8.080705e-05  1.436205e-04 -2.472453e-04  2.662344e-04
##   -5.318281e-05 -1.370795e-05  2.436243e-05 -4.194209e-05  4.516168e-05
##    1.561312e-04  4.024541e-05 -7.157666e-05  1.231437e-04 -1.326753e-04
##   -7.135123e-05 -1.839079e-05  3.268284e-05 -5.626991e-05  6.058599e-05
##    4.968109e-05  1.280596e-05 -2.277184e-05  3.918356e-05 -4.221081e-05
##   -6.479150e-05 -1.669968e-05  2.967021e-05 -5.109490e-05  5.500268e-05
##   -1.471891e-04 -3.793829e-05  6.742745e-05 -1.160796e-04  1.249928e-04
##   -2.938550e-05 -7.574099e-06  1.345977e-05 -2.317427e-05  2.495119e-05
##    4.564005e-05  1.176488e-05 -2.093233e-05  3.599927e-05 -3.879882e-05
##   -4.085382e-05 -1.053007e-05  1.871311e-05 -3.221861e-05  3.468957e-05
##    2.908237e-05  7.496445e-06 -1.333202e-05  2.293773e-05 -2.471246e-05
##   -5.453617e-05 -1.405663e-05  2.497886e-05 -4.300861e-05  4.630500e-05
##   -7.424124e-05 -1.913602e-05  3.401417e-05 -5.855078e-05  6.305264e-05
##    5.559686e-05  1.433078e-05 -2.548239e-05  4.384911e-05 -4.723537e-05
##   -1.672828e-05 -4.311579e-06  7.659328e-06 -1.319175e-05  1.419906e-05
##    1.046408e+00  3.691134e-02  1.481430e-01 -6.998657e-05  7.536266e-05
##    3.691134e-02  1.143449e+00 -1.538905e-02 -1.803932e-05  1.942559e-05
##    1.481430e-01 -1.538905e-02  1.355386e+00  3.206412e-05 -3.454003e-05
##   -6.998657e-05 -1.803932e-05  3.206412e-05  4.752872e+00  7.925770e-01
##    7.536266e-05  1.942559e-05 -3.454003e-05  7.925770e-01  3.309852e+00
##   -5.355403e-09 -1.380376e-09  2.453537e-09 -3.568794e-05  1.161051e-04
##   -4.913377e-05 -1.266432e-05  2.250789e-05 -3.874892e-05  4.172379e-05
##   -1.401517e-05 -3.612449e-06  6.420626e-06 -1.105302e-05  1.190211e-05
##   -2.923342e-06 -7.533943e-07  1.336790e-06 -2.304930e-06  2.478473e-06
##   -4.440211e-05 -1.144462e-05  2.033784e-05 -3.501677e-05  3.770152e-05
##   -1.176528e-05 -3.032508e-06  5.389275e-06 -9.278512e-06  9.990376e-06
##   -2.070218e-06 -5.334423e-07  9.446402e-07 -1.631818e-06  1.751759e-06
##   -4.271965e-05 -1.101082e-05  1.956384e-05 -3.368917e-05  3.626729e-05
##   -2.619065e-05 -6.750740e-06  1.199900e-05 -2.065531e-05  2.224283e-05
##    8.653006e-06  2.230604e-06 -3.970300e-06  6.825570e-06 -7.358801e-06
##   -3.086243e-05 -7.954740e-06  1.413541e-05 -2.433883e-05  2.620381e-05
##   -4.769194e-06 -1.229161e-06  2.182241e-06 -3.760618e-06  4.045741e-06
##   -2.847823e-05 -7.340017e-06  1.303878e-05 -2.245754e-05  2.417171e-05
##   -3.729942e-05 -9.613992e-06  1.708663e-05 -2.941586e-05  3.167419e-05
##   -7.069617e-06 -1.822179e-06  3.237919e-06 -5.575249e-06  6.002372e-06
##   -1.663633e-05 -4.287908e-06  7.617832e-06 -1.311938e-05  1.412203e-05
##   -3.205228e-05 -8.261220e-06  1.467568e-05 -2.527611e-05  2.720616e-05
##   -4.081232e-05 -1.051961e-05  1.869965e-05 -3.218714e-05  3.466366e-05
##   -2.393784e-06 -6.168159e-07  1.092252e-06 -1.886857e-06  2.025498e-06
## d -3.219492e+00 -3.771159e+00 -1.388227e+00 -5.979790e+00 -5.672957e+00
##           [,31]         [,32]         [,33]         [,34]         [,35]
##   -2.613358e-07  1.563116e-02  4.499042e-03  6.663560e-04  9.159983e-03
##   -4.510326e-09 -4.138070e-05 -1.180361e-05 -2.462237e-06 -3.739587e-05
##   -2.670861e-09 -2.450323e-05 -6.989562e-06 -1.456983e-06 -2.214258e-05
##    1.767573e-10  1.620747e-06  4.624530e-07  9.549637e-08  1.463683e-06
##    4.430069e-09  4.063810e-05  1.159275e-05  2.411779e-06  3.671817e-05
##    8.255687e-11  7.565355e-07  2.159346e-07  4.411898e-08  6.827394e-07
##   -3.460887e-09 -3.175181e-05 -9.057124e-06 -1.888648e-06 -2.869352e-05
##   -3.446341e-09 -3.161968e-05 -9.019231e-06 -1.882121e-06 -2.857552e-05
##   -2.166340e-09 -1.987472e-05 -5.669261e-06 -1.181879e-06 -1.796010e-05
##    1.587644e-09  1.456368e-05  4.154577e-06  8.641560e-07  1.315870e-05
##   -1.891932e-08 -1.735781e-04 -4.951221e-05 -1.032809e-05 -1.568629e-04
##   -3.209432e-09 -2.944572e-05 -8.399182e-06 -1.752364e-06 -2.661048e-05
##    9.422878e-09  8.643800e-05  2.465805e-05  5.129547e-06  7.809987e-05
##   -4.305810e-09 -3.950533e-05 -1.126852e-05 -2.351645e-06 -3.570214e-05
##    2.998311e-09  2.750517e-05  7.846201e-06  1.633297e-06  2.485301e-05
##   -3.909836e-09 -3.587441e-05 -1.023251e-05 -2.137602e-06 -3.242297e-05
##   -8.882470e-09 -8.149391e-05 -2.324564e-05 -4.849348e-06 -7.364661e-05
##   -1.773311e-09 -1.627005e-05 -4.640860e-06 -9.686257e-07 -1.470385e-05
##    2.754617e-09  2.526624e-05  7.208037e-06  1.496967e-06  2.282641e-05
##   -2.465390e-09 -2.261973e-05 -6.452055e-06 -1.346548e-06 -2.044218e-05
##    1.755181e-09  1.610077e-05  4.593024e-06  9.556067e-07  1.454776e-05
##   -3.291052e-09 -3.019550e-05 -8.612908e-06 -1.797919e-06 -2.728905e-05
##   -4.480324e-09 -4.110447e-05 -1.172497e-05 -2.444839e-06 -3.714523e-05
##    3.355320e-09  3.078047e-05  8.780482e-06  1.828055e-06  2.781277e-05
##   -1.009450e-09 -9.262425e-06 -2.641891e-06 -5.522035e-07 -8.371609e-06
##   -5.355403e-09 -4.913377e-05 -1.401517e-05 -2.923342e-06 -4.440211e-05
##   -1.380376e-09 -1.266432e-05 -3.612449e-06 -7.533943e-07 -1.144462e-05
##    2.453537e-09  2.250789e-05  6.420626e-06  1.336790e-06  2.033784e-05
##   -3.568794e-05 -3.874892e-05 -1.105302e-05 -2.304930e-06 -3.501677e-05
##    1.161051e-04  4.172379e-05  1.190211e-05  2.478473e-06  3.770152e-05
##    2.319900e-05 -2.965088e-09 -8.457820e-10 -1.763808e-10 -2.679508e-09
##   -2.965088e-09  5.071220e-01 -1.012945e-03 -6.353632e-03 -2.458440e-05
##   -8.457820e-10 -1.012945e-03  7.017882e-01 -5.541031e-02 -7.012436e-06
##   -1.763808e-10 -6.353632e-03 -5.541031e-02  1.411245e+00 -1.463656e-06
##   -2.679508e-09 -2.458440e-05 -7.012436e-06 -1.463656e-06  9.168881e-01
##   -7.099975e-10 -6.514116e-06 -1.858095e-06 -3.877359e-07  8.925144e-03
##   -1.248774e-10 -1.146699e-06 -3.269377e-07 -6.922350e-08 -7.075983e-03
##   -2.577929e-09 -2.365331e-05 -6.746713e-06 -1.409115e-06 -2.137735e-05
##   -1.580552e-09 -1.450080e-05 -4.136305e-06 -8.626035e-07 -1.310418e-05
##    5.222791e-10  4.790068e-06  1.366595e-06  2.833528e-07  4.327044e-06
##   -1.862426e-09 -1.708790e-05 -4.874109e-06 -1.017543e-06 -1.544321e-05
##   -2.877711e-10 -2.640881e-06 -7.531924e-07 -1.578184e-07 -2.387289e-06
##   -1.718481e-09 -1.576842e-05 -4.497556e-06 -9.402005e-07 -1.425202e-05
##   -2.250917e-09 -2.065154e-05 -5.890714e-06 -1.228954e-06 -1.866301e-05
##   -4.266227e-10 -3.914311e-06 -1.116505e-06 -2.331036e-07 -3.537579e-06
##   -1.003910e-09 -9.211439e-06 -2.627373e-06 -5.490045e-07 -8.325358e-06
##   -1.934160e-09 -1.774731e-05 -5.062006e-06 -1.058055e-06 -1.604046e-05
##   -2.462966e-09 -2.259603e-05 -6.445520e-06 -1.343665e-06 -2.041921e-05
##   -1.443948e-10 -1.325928e-06 -3.780367e-07 -8.005161e-08 -1.199463e-06
## d -1.070779e-04 -2.004099e+00 -2.124769e+00 -1.386586e+00 -2.608361e+00
##           [,36]         [,37]         [,38]         [,39]         [,40]
##    2.464015e-03  2.813381e-05  9.927109e-03  6.614729e-03 -2.851837e-03
##   -9.908803e-06 -1.743836e-06 -3.597915e-05 -2.205780e-05  7.287105e-06
##   -5.867273e-06 -1.031019e-06 -2.130229e-05 -1.306186e-05  4.317722e-06
##    3.879647e-07  6.682802e-08  1.406896e-06  8.644168e-07 -2.879531e-07
##    9.730112e-06  1.702732e-06  3.531823e-05  2.166519e-05 -7.173264e-06
##    1.810314e-07  3.047939e-08  6.556022e-07  4.037294e-07 -1.356448e-07
##   -7.603029e-06 -1.337045e-06 -2.760556e-05 -1.692550e-05  5.593221e-06
##   -7.571576e-06 -1.333565e-06 -2.749393e-05 -1.685438e-05  5.566349e-06
##   -4.758997e-06 -8.364391e-07 -1.727869e-05 -1.059450e-05  3.501833e-06
##    3.487006e-06  6.099583e-07  1.265677e-05  7.764348e-06 -2.571165e-06
##   -4.156408e-05 -7.314542e-06 -1.509200e-04 -9.252515e-05  3.056741e-05
##   -7.050955e-06 -1.241322e-06 -2.560276e-05 -1.569577e-05  5.184603e-06
##    2.069608e-05  3.621194e-06  7.512167e-05  4.608244e-05 -1.525861e-05
##   -9.459875e-06 -1.666363e-06 -3.435100e-05 -2.105763e-05  6.954166e-06
##    6.585780e-06  1.153916e-06  2.390676e-05  1.466321e-05 -4.852588e-06
##   -8.590712e-06 -1.516486e-06 -3.119891e-05 -1.912115e-05  6.309354e-06
##   -1.951414e-05 -3.434714e-06 -7.085696e-05 -4.343982e-05  1.435022e-05
##   -3.896012e-06 -6.864605e-07 -1.414754e-05 -8.672408e-06  2.863727e-06
##    6.049227e-06  1.054701e-06  2.195253e-05  1.347137e-05 -4.466709e-06
##   -5.416488e-06 -9.542058e-07 -1.966863e-05 -1.205703e-05  3.981622e-06
##    3.855068e-06  6.747187e-07  1.399319e-05  8.583691e-06 -2.841869e-06
##   -7.230623e-06 -1.274393e-06 -2.625696e-05 -1.609495e-05  5.314095e-06
##   -9.842526e-06 -1.730691e-06 -3.573664e-05 -2.191105e-05  7.241059e-06
##    7.370048e-06  1.291738e-06  2.675421e-05  1.640917e-05 -5.429717e-06
##   -2.218080e-06 -3.920040e-07 -8.055973e-06 -4.936744e-06  1.628217e-06
##   -1.176528e-05 -2.070218e-06 -4.271965e-05 -2.619065e-05  8.653006e-06
##   -3.032508e-06 -5.334423e-07 -1.101082e-05 -6.750740e-06  2.230604e-06
##    5.389275e-06  9.446402e-07  1.956384e-05  1.199900e-05 -3.970300e-06
##   -9.278512e-06 -1.631818e-06 -3.368917e-05 -2.065531e-05  6.825570e-06
##    9.990376e-06  1.751759e-06  3.626729e-05  2.224283e-05 -7.358801e-06
##   -7.099975e-10 -1.248774e-10 -2.577929e-09 -1.580552e-09  5.222791e-10
##   -6.514116e-06 -1.146699e-06 -2.365331e-05 -1.450080e-05  4.790068e-06
##   -1.858095e-06 -3.269377e-07 -6.746713e-06 -4.136305e-06  1.366595e-06
##   -3.877359e-07 -6.922350e-08 -1.409115e-06 -8.626035e-07  2.833528e-07
##    8.925144e-03 -7.075983e-03 -2.137735e-05 -1.310418e-05  4.327044e-06
##    1.290693e+00 -4.502723e-02 -5.664130e-06 -3.472253e-06  1.146773e-06
##   -4.502723e-02  1.382408e+00 -9.994310e-07 -6.107321e-07  1.992539e-07
##   -5.664130e-06 -9.994310e-07  1.743823e+00  2.197577e-01  1.666709e-03
##   -3.472253e-06 -6.107321e-07  2.197577e-01  8.586909e-01 -4.652217e-02
##    1.146773e-06  1.992539e-07  1.666709e-03 -4.652217e-02  1.404378e+00
##   -4.091886e-06 -7.213226e-07 -1.485925e-05 -9.108230e-06  3.007065e-06
##   -6.324659e-07 -1.123544e-07 -2.297813e-06 -1.407360e-06  4.632202e-07
##   -3.776093e-06 -6.675462e-07 -1.371486e-05 -8.404286e-06  2.771551e-06
##   -4.945128e-06 -8.705089e-07 -1.795618e-05 -1.100814e-05  3.636328e-06
##   -9.373270e-07 -1.652575e-07 -3.403835e-06 -2.086406e-06  6.887832e-07
##   -2.205848e-06 -3.895970e-07 -8.011241e-06 -4.909651e-06  1.619684e-06
##   -4.249962e-06 -7.511052e-07 -1.543569e-05 -9.459068e-06  3.119745e-06
##   -5.410608e-06 -9.509038e-07 -1.964444e-05 -1.204515e-05  3.981423e-06
##   -3.176604e-07 -5.768448e-08 -1.155662e-06 -7.061850e-07  2.303743e-07
## d -2.772159e+00 -1.356488e+00 -2.931075e+00 -2.612198e+00 -1.370179e+00
##           [,41]         [,42]         [,43]         [,44]         [,45]
##   -5.507331e-03 -1.084386e-03 -5.593693e-03  6.912268e-03  1.240499e-03
##   -2.599268e-05 -4.016833e-06 -2.398505e-05 -3.141375e-05 -5.954115e-06
##   -1.539029e-05 -2.377471e-06 -1.419959e-05 -1.860138e-05 -3.525410e-06
##    1.017062e-06  1.563359e-07  9.366679e-07  1.230371e-06  2.329536e-07
##    2.551966e-05  3.938150e-06  2.353631e-05  3.085000e-05  5.845602e-06
##    4.742673e-07  7.249405e-08  4.358856e-07  5.743135e-07  1.086174e-07
##   -1.994375e-05 -3.081470e-06 -1.840206e-05 -2.410407e-05 -4.568477e-06
##   -1.986216e-05 -3.070049e-06 -1.832937e-05 -2.400377e-05 -4.549819e-06
##   -1.248328e-05 -1.928498e-06 -1.151770e-05 -1.508770e-05 -2.859512e-06
##    9.145435e-06  1.411161e-06  8.434344e-06  1.105587e-05  2.094874e-06
##   -1.090304e-04 -1.684909e-05 -1.006087e-04 -1.317701e-04 -2.497547e-05
##   -1.849619e-05 -2.858599e-06 -1.706813e-05 -2.235343e-05 -4.236909e-06
##    5.428042e-05  8.376149e-06  5.006115e-05  6.561852e-05  1.243361e-05
##   -2.481574e-05 -3.835838e-06 -2.290095e-05 -2.999009e-05 -5.684539e-06
##    1.727349e-05  2.666442e-06  1.593284e-05  2.088027e-05  3.956736e-06
##   -2.253713e-05 -3.485492e-06 -2.080225e-05 -2.723372e-05 -5.162630e-06
##   -5.118952e-05 -7.910936e-06 -4.723628e-05 -6.186531e-05 -1.172593e-05
##   -1.022034e-05 -1.579888e-06 -9.431962e-06 -1.235125e-05 -2.341176e-06
##    1.586389e-05  2.445839e-06  1.462604e-05  1.918060e-05  3.633761e-06
##   -1.420891e-05 -2.196362e-06 -1.311266e-05 -1.717155e-05 -3.254835e-06
##    1.011092e-05  1.560357e-06  9.325243e-06  1.222273e-05  2.316037e-06
##   -1.896814e-05 -2.932371e-06 -1.750546e-05 -2.292262e-05 -4.345042e-06
##   -2.581817e-05 -3.989007e-06 -2.382213e-05 -3.120406e-05 -5.914114e-06
##    1.933069e-05  2.984240e-06  1.783089e-05  2.336668e-05  4.427973e-06
##   -5.819178e-06 -9.002310e-07 -5.371802e-06 -7.031483e-06 -1.333019e-06
##   -3.086243e-05 -4.769194e-06 -2.847823e-05 -3.729942e-05 -7.069617e-06
##   -7.954740e-06 -1.229161e-06 -7.340017e-06 -9.613992e-06 -1.822179e-06
##    1.413541e-05  2.182241e-06  1.303878e-05  1.708663e-05  3.237919e-06
##   -2.433883e-05 -3.760618e-06 -2.245754e-05 -2.941586e-05 -5.575249e-06
##    2.620381e-05  4.045741e-06  2.417171e-05  3.167419e-05  6.002372e-06
##   -1.862426e-09 -2.877711e-10 -1.718481e-09 -2.250917e-09 -4.266227e-10
##   -1.708790e-05 -2.640881e-06 -1.576842e-05 -2.065154e-05 -3.914311e-06
##   -4.874109e-06 -7.531924e-07 -4.497556e-06 -5.890714e-06 -1.116505e-06
##   -1.017543e-06 -1.578184e-07 -9.402005e-07 -1.228954e-06 -2.331036e-07
##   -1.544321e-05 -2.387289e-06 -1.425202e-05 -1.866301e-05 -3.537579e-06
##   -4.091886e-06 -6.324659e-07 -3.776093e-06 -4.945128e-06 -9.373270e-07
##   -7.213226e-07 -1.123544e-07 -6.675462e-07 -8.705089e-07 -1.652575e-07
##   -1.485925e-05 -2.297813e-06 -1.371486e-05 -1.795618e-05 -3.403835e-06
##   -9.108230e-06 -1.407360e-06 -8.404286e-06 -1.100814e-05 -2.086406e-06
##    3.007065e-06  4.632202e-07  2.771551e-06  3.636328e-06  6.887832e-07
##    2.932696e+00  3.845264e-01 -1.050109e-01 -1.297212e-05 -2.458921e-06
##    3.845264e-01  1.269963e+00 -8.130566e-03 -2.004801e-06 -3.801670e-07
##   -1.050109e-01 -8.130566e-03  1.157781e+00 -1.197045e-05 -2.269376e-06
##   -1.297212e-05 -2.004801e-06 -1.197045e-05  7.333824e-01  2.148192e-01
##   -2.458921e-06 -3.801670e-07 -2.269376e-06  2.148192e-01  7.757139e-01
##   -5.786979e-06 -8.951079e-07 -5.341768e-06  6.647466e-02 -9.140524e-02
##   -1.114986e-05 -1.724894e-06 -1.029267e-05 -1.347270e-05 -2.554138e-06
##   -1.419248e-05 -2.192512e-06 -1.309462e-05 -1.715355e-05 -3.251034e-06
##   -8.340740e-07 -1.299243e-07 -7.719083e-07 -1.006569e-06 -1.910894e-07
## d -3.379520e+00 -2.307221e+00 -1.155425e+00 -2.311112e+00 -1.851224e+00
##           [,46]         [,47]         [,48]         [,49]         [,50]
##    2.731702e-03  6.629111e-03  9.888589e-03  7.541127e-05 -7.404548e+00
##   -1.401145e-05 -2.699516e-05 -3.437204e-05 -2.016394e-06 -2.375925e+00
##   -8.295411e-06 -1.598186e-05 -2.035471e-05 -1.192151e-06 -2.042999e+00
##    5.475248e-07  1.054426e-06  1.347738e-06  7.726035e-08 -1.408000e+00
##    1.375162e-05  2.649148e-05  3.376519e-05  1.968780e-06 -3.063042e+00
##    2.549641e-07  4.907856e-07  6.298268e-07  3.523113e-08 -2.650810e+00
##   -1.075025e-05 -2.071165e-05 -2.637503e-05 -1.546013e-06 -1.356467e+00
##   -1.070730e-05 -2.062955e-05 -2.626315e-05 -1.542008e-06 -3.015016e+00
##   -6.728608e-06 -1.296332e-05 -1.650966e-05 -9.671629e-07 -3.024895e+00
##    4.928018e-06  9.493378e-06  1.210086e-05  7.052607e-07 -1.334134e+00
##   -5.877309e-05 -1.132351e-04 -1.441794e-04 -8.457784e-06 -1.038901e+01
##   -9.970657e-06 -1.921010e-05 -2.445804e-05 -1.435342e-06 -6.475558e+00
##    2.924949e-05  5.634679e-05  7.181975e-05  4.186992e-06 -1.134737e+00
##   -1.337778e-05 -2.577479e-05 -3.281272e-05 -1.926825e-06 -5.184382e+00
##    9.308779e-06  1.793313e-05  2.285188e-05  1.334225e-06 -4.947183e+00
##   -1.215103e-05 -2.341226e-05 -2.979358e-05 -1.753550e-06 -1.121339e+00
##   -2.759412e-05 -5.316434e-05 -6.769080e-05 -3.971556e-06 -5.872014e+00
##   -5.509717e-06 -1.061555e-05 -1.351355e-05 -7.937597e-07 -5.684974e+00
##    8.546528e-06  1.646301e-05  2.099711e-05  1.219462e-06 -1.240127e+00
##   -7.659848e-06 -1.475815e-05 -1.878762e-05 -1.103354e-06 -5.387689e+00
##    5.448462e-06  1.049609e-05  1.337763e-05  7.801429e-07 -5.087549e+00
##   -1.022579e-05 -1.970212e-05 -2.507933e-05 -1.473594e-06 -9.493499e-01
##   -1.391663e-05 -2.681201e-05 -3.414413e-05 -2.001181e-06 -5.511953e+00
##    1.041762e-05  2.006941e-05  2.557265e-05  1.493587e-06 -5.205401e+00
##   -3.137674e-06 -6.045726e-06 -7.691943e-06 -4.532877e-07 -7.230467e-01
##   -1.663633e-05 -3.205228e-05 -4.081232e-05 -2.393784e-06 -3.219492e+00
##   -4.287908e-06 -8.261220e-06 -1.051961e-05 -6.168159e-07 -3.771159e+00
##    7.617832e-06  1.467568e-05  1.869965e-05  1.092252e-06 -1.388227e+00
##   -1.311938e-05 -2.527611e-05 -3.218714e-05 -1.886857e-06 -5.979790e+00
##    1.412203e-05  2.720616e-05  3.466366e-05  2.025498e-06 -5.672957e+00
##   -1.003910e-09 -1.934160e-09 -2.462966e-09 -1.443948e-10 -1.070779e-04
##   -9.211439e-06 -1.774731e-05 -2.259603e-05 -1.325928e-06 -2.004099e+00
##   -2.627373e-06 -5.062006e-06 -6.445520e-06 -3.780367e-07 -2.124769e+00
##   -5.490045e-07 -1.058055e-06 -1.343665e-06 -8.005161e-08 -1.386586e+00
##   -8.325358e-06 -1.604046e-05 -2.041921e-05 -1.199463e-06 -2.608361e+00
##   -2.205848e-06 -4.249962e-06 -5.410608e-06 -3.176604e-07 -2.772159e+00
##   -3.895970e-07 -7.511052e-07 -9.509038e-07 -5.768448e-08 -1.356488e+00
##   -8.011241e-06 -1.543569e-05 -1.964444e-05 -1.155662e-06 -2.931075e+00
##   -4.909651e-06 -9.459068e-06 -1.204515e-05 -7.061850e-07 -2.612198e+00
##    1.619684e-06  3.119745e-06  3.981423e-06  2.303743e-07 -1.370179e+00
##   -5.786979e-06 -1.114986e-05 -1.419248e-05 -8.340740e-07 -3.379520e+00
##   -8.951079e-07 -1.724894e-06 -2.192512e-06 -1.299243e-07 -2.307221e+00
##   -5.341768e-06 -1.029267e-05 -1.309462e-05 -7.719083e-07 -1.155425e+00
##    6.647466e-02 -1.347270e-05 -1.715355e-05 -1.006569e-06 -2.311112e+00
##   -9.140524e-02 -2.554138e-06 -3.251034e-06 -1.910894e-07 -1.851224e+00
##    1.219602e+00 -6.011958e-06 -7.649855e-06 -4.505023e-07 -1.218933e+00
##   -6.011958e-06  1.199244e+00  2.387994e-02 -1.014545e-01 -3.272424e+00
##   -7.649855e-06  2.387994e-02  4.699874e-01 -2.087879e-03 -3.473512e+00
##   -4.505023e-07 -1.014545e-01 -2.087879e-03  1.386710e+00 -1.360330e+00
## d -1.218933e+00 -3.272424e+00 -3.473512e+00 -1.360330e+00  1.527500e+03
## 
## Model rank =  1025 / 1025 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                k'  edf k-index p-value    
## s(bb.sp)                     16.0 14.8      NA      NA    
## te(yday,elev.mean):bb.spbss  63.0 11.7    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.0 14.1    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.0 14.7    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.0 36.0    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.0 22.5    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.0 25.6    0.49  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.0 22.8    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.0 22.9    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.0 16.8    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.0 23.3    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.0 11.0    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.0 13.5    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.0 13.8    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.0 13.7    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.0 10.8    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.0 16.2    0.49  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#weighted_fl_abundance.2010.sum.sqrt <- summary(weighted_fl_abundance.2010.sqrt)
#print(plot(weighted_fl_abundance.2010.sqrt, allTerms = TRUE), pages = 4)
#weighted_fl_abundance.2010.ck.sqrt <- check2D(weighted_fl_abundance.2010.sqrt, x1 = "yday", x2 = "elev.mean")

weighted_fl_abundance.2010.bin <- bam(log(fl.abund.wt.bin + 0.01) ~
                                      s(bb.sp, bs = "re") +
                                      #s(management, bs = "re") +
                                      #s(site, bs = "re") +
                                      te(yday, elev.mean, 
                                                by = bb.sp,
                                                #id = 0,
                                                bs= c("gp", "tp"), 
                                                k=c(8, 8), 
                                                m=2),
                                    data = filter(fl_abund_wt, year == 2010),
                                    discrete = TRUE,
                                    family = "gaussian",
                                    select = TRUE,
                                    method = "fREML") %>% getViz(nsim = 500)

check.gamViz(weighted_fl_abundance.2010.bin)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1]  2.753353e-14  4.884981e-15  1.465494e-14  4.440892e-16  3.996803e-15
##  [6]  4.440892e-15 -4.440892e-15  6.217249e-15  4.440892e-15 -1.998401e-15
## [11] -5.062617e-14 -4.618528e-14  2.153833e-14  1.598721e-14 -9.769963e-15
## [16]  1.554312e-14  1.332268e-14 -2.664535e-15 -1.998401e-15  1.776357e-15
## [21] -6.217249e-15  5.773160e-15  1.154632e-14 -1.065814e-14  4.218847e-15
## [26]  1.909584e-14  7.993606e-15 -4.662937e-15  1.332268e-14 -1.509903e-14
## [31]  1.665335e-15  4.440892e-15  4.884981e-15  2.220446e-15  4.884981e-15
## [36]  9.769963e-15 -2.220446e-15  3.996803e-15  1.065814e-14  2.664535e-15
## [41] -1.332268e-15  2.664535e-15  3.552714e-15  1.776357e-15 -4.440892e-15
## [46]  1.776357e-15  6.883383e-15 -3.552714e-15  4.440892e-16  6.821210e-13
## 
## $hess
##            [,1]          [,2]          [,3]          [,4]          [,5]
##    7.354972e+00  3.518212e-02  1.894848e-02 -1.235021e-03  4.223481e-02
##    3.518212e-02  1.596290e+00  1.924130e-01  3.900203e-02  4.129982e-05
##    1.894848e-02  1.924130e-01  7.627544e-01 -5.328066e-02  2.184240e-05
##   -1.235021e-03  3.900203e-02 -5.328066e-02  1.433943e+00 -9.340304e-07
##    4.223481e-02  4.129982e-05  2.184240e-05 -9.340304e-07  1.827218e+00
##   -4.602399e-03 -4.194521e-06 -2.217388e-06  9.359493e-08  1.342032e-01
##   -4.006291e-02 -3.786722e-05 -2.002277e-05  8.509770e-07  2.919055e-02
##    9.586906e-03 -3.450248e-05 -1.824308e-05  7.746576e-07  2.278117e-05
##    4.728512e-03 -1.643899e-05 -8.692562e-06  3.697335e-07  1.085676e-05
##   -3.859859e-03  1.219728e-05  6.450733e-06 -2.757346e-07 -8.060854e-06
##   -1.095335e-01 -9.705386e-05 -5.131720e-05  2.179425e-06  6.408372e-05
##   -3.354625e-02 -2.984120e-05 -1.577894e-05  6.706438e-07  1.970593e-05
##    6.470089e-02  5.915645e-05  3.128545e-05 -1.336762e-06 -3.909281e-05
##   -5.898529e-03 -4.902396e-05 -2.592087e-05  1.100185e-06  3.236738e-05
##    1.868823e-03  2.349229e-05  1.242427e-05 -5.310455e-07 -1.552532e-05
##   -5.579958e-03 -4.011169e-05 -2.120626e-05  8.971579e-07  2.647147e-05
##   -2.964420e-03 -9.084330e-05 -4.803324e-05  2.039796e-06  5.998231e-05
##   -7.900329e-04 -1.892619e-05 -1.000666e-05  4.242789e-07  1.249397e-05
##   -1.331111e-03  2.662697e-05  1.408581e-05 -6.066841e-07 -1.761545e-05
##   -3.948197e-03 -2.451250e-05 -1.296033e-05  5.496111e-07  1.618212e-05
##    7.218944e-04  8.484897e-06  4.488171e-06 -1.928305e-07 -5.611390e-06
##   -5.589352e-03 -3.506023e-05 -1.853733e-05  7.863402e-07  2.314618e-05
##   -1.109272e-02 -5.108461e-05 -2.701223e-05  1.148770e-06  3.373696e-05
##    7.989082e-03  4.035490e-05  2.134105e-05 -9.105903e-07 -2.666295e-05
##   -2.967528e-03 -1.234157e-05 -6.525006e-06  2.763778e-07  8.146062e-06
##    1.686160e-02 -6.675871e-05 -3.529880e-05  1.499321e-06  4.408090e-05
##    6.781683e-03 -2.612946e-05 -1.381657e-05  5.875631e-07  1.725615e-05
##   -8.363047e-03  2.977209e-05  1.574467e-05 -6.720115e-07 -1.967161e-05
##   -8.969865e-03 -3.336755e-05 -1.764317e-05  7.494161e-07  2.203273e-05
##    1.226013e-02  5.037192e-05  2.663827e-05 -1.136467e-06 -3.328072e-05
##   -9.371274e-03 -3.476333e-05 -1.838111e-05  7.806593e-07  2.295397e-05
##    2.360761e-02 -5.611663e-05 -2.967099e-05  1.259304e-06  3.705001e-05
##    5.394439e-03 -1.292177e-05 -6.832104e-06  2.898097e-07  8.530729e-06
##    4.916135e-03 -1.224296e-05 -6.472594e-06  2.738090e-07  8.079581e-06
##    1.472017e-02 -3.645905e-05 -1.927733e-05  8.182252e-07  2.407165e-05
##    7.531087e-03 -1.810912e-05 -9.575681e-06  4.072856e-07  1.195972e-05
##   -1.753206e-03  3.543840e-06  1.874766e-06 -8.081668e-08 -2.344757e-06
##    1.356694e-02 -4.705491e-05 -2.487907e-05  1.055114e-06  3.106392e-05
##    4.831432e-03 -1.624706e-05 -8.590667e-06  3.648949e-07  1.072798e-05
##    7.384955e-05 -1.678978e-06 -8.864443e-07  3.601145e-08  1.102058e-06
##   -4.945646e-03 -1.910333e-05 -1.010025e-05  4.281660e-07  1.261059e-05
##    2.449759e-04  2.113178e-06  1.118215e-06 -4.857566e-08 -1.399661e-06
##   -7.081736e-03 -2.672947e-05 -1.413181e-05  5.984425e-07  1.764228e-05
##    1.389783e-02 -4.268401e-05 -2.256916e-05  9.585172e-07  2.818388e-05
##   -1.853627e-03  4.752390e-06  2.513775e-06 -1.079417e-07 -3.142696e-06
##    2.319554e-03 -8.567444e-06 -4.528578e-06  1.905171e-07  5.649745e-06
##    8.868974e-03 -2.269348e-05 -1.199942e-05  5.099245e-07  1.498554e-05
##    6.345897e-03 -1.589215e-05 -8.403562e-06  3.576362e-07  1.049639e-05
##   -1.742026e-04  2.130056e-07  1.129109e-07 -5.148867e-09 -1.420626e-07
## d -7.433219e+00 -3.061191e+00 -2.526820e+00 -1.394023e+00 -3.051660e+00
##            [,6]          [,7]          [,8]          [,9]         [,10]
##   -4.602399e-03 -4.006291e-02  9.586906e-03  4.728512e-03 -3.859859e-03
##   -4.194521e-06 -3.786722e-05 -3.450248e-05 -1.643899e-05  1.219728e-05
##   -2.217388e-06 -2.002277e-05 -1.824308e-05 -8.692562e-06  6.450733e-06
##    9.359493e-08  8.509770e-07  7.746576e-07  3.697335e-07 -2.757346e-07
##    1.342032e-01  2.919055e-02  2.278117e-05  1.085676e-05 -8.060854e-06
##    7.615823e-01  4.673185e-02 -2.313655e-06 -1.102153e-06  8.173150e-07
##    4.673185e-02  1.258740e+00 -2.088747e-05 -9.952319e-06  7.385036e-06
##   -2.313655e-06 -2.088747e-05  6.931492e-01  2.783600e-02 -1.004167e-02
##   -1.102153e-06 -9.952319e-06  2.783600e-02  1.171875e+00 -2.411905e-02
##    8.173150e-07  7.385036e-06 -1.004167e-02 -2.411905e-02  1.400790e+00
##   -6.508091e-06 -5.875564e-05 -5.353461e-05 -2.550721e-05  1.892612e-05
##   -2.000873e-06 -1.806589e-05 -1.646034e-05 -7.842920e-06  5.819800e-06
##    3.964130e-06  3.581695e-05  3.263092e-05  1.555043e-05 -1.154490e-05
##   -3.287597e-06 -2.967838e-05 -2.704143e-05 -1.288397e-05  9.559242e-06
##    1.574180e-06  1.422377e-05  1.295844e-05  6.175478e-06 -4.584928e-06
##   -2.690904e-06 -2.428154e-05 -2.212531e-05 -1.054057e-05  7.818171e-06
##   -6.091686e-06 -5.499574e-05 -5.010887e-05 -2.387492e-05  1.771484e-05
##   -1.269358e-06 -1.145741e-05 -1.043959e-05 -4.973808e-06  3.689947e-06
##    1.782689e-06  1.612405e-05  1.468778e-05  7.001344e-06 -5.201869e-06
##   -1.643992e-06 -1.483926e-05 -1.352098e-05 -6.441930e-06  4.779191e-06
##    5.682273e-07  5.137816e-06  4.680355e-06  2.230844e-06 -1.657084e-06
##   -2.351327e-06 -2.122471e-05 -1.933906e-05 -9.213981e-06  6.835926e-06
##   -3.425031e-06 -3.092702e-05 -2.817819e-05 -1.342643e-05  9.963575e-06
##    2.704643e-06  2.443269e-05  2.225985e-05  1.060757e-05 -7.874195e-06
##   -8.278278e-07 -7.471112e-06 -6.807532e-06 -3.243255e-06  2.405862e-06
##   -4.476540e-06 -4.041529e-05 -3.682390e-05 -1.754527e-05  1.301859e-05
##   -1.751891e-06 -1.581897e-05 -1.441297e-05 -6.867526e-06  5.096280e-06
##    1.995298e-06  1.802548e-05  1.642236e-05  7.825884e-06 -5.809473e-06
##   -2.237472e-06 -2.020051e-05 -1.840544e-05 -8.769538e-06  6.507014e-06
##    3.376047e-06  3.049738e-05  2.778525e-05  1.324055e-05 -9.828587e-06
##   -2.331100e-06 -2.104545e-05 -1.917534e-05 -9.136331e-06  6.779092e-06
##   -3.763255e-06 -3.397215e-05 -3.095372e-05 -1.474797e-05  1.094219e-05
##   -8.666046e-07 -7.822563e-06 -7.127592e-06 -3.395897e-06  2.519441e-06
##   -8.213301e-07 -7.411245e-06 -6.753125e-06 -3.217203e-06  2.386251e-06
##   -2.444975e-06 -2.207178e-05 -2.011067e-05 -9.581796e-06  7.109216e-06
##   -1.214131e-06 -1.096343e-05 -9.988964e-06 -4.759591e-06  3.532073e-06
##    2.372387e-07  2.146020e-06  1.954832e-06  9.318515e-07 -6.924052e-07
##   -3.155835e-06 -2.848592e-05 -2.595527e-05 -1.236614e-05  9.174344e-06
##   -1.089453e-06 -9.835866e-06 -8.961828e-06 -4.269991e-06  3.168338e-06
##   -1.131317e-07 -1.015610e-06 -9.260362e-07 -4.406082e-07  3.255874e-07
##   -1.281265e-06 -1.156461e-05 -1.053730e-05 -5.020329e-06  3.724393e-06
##    1.413404e-07  1.279852e-06  1.165678e-06  5.558080e-07 -4.132938e-07
##   -1.792962e-06 -1.618093e-05 -1.474381e-05 -7.024216e-06  5.210487e-06
##   -2.862235e-06 -2.584057e-05 -2.354436e-05 -1.121800e-05  8.323667e-06
##    3.182843e-07  2.877660e-06  2.621464e-06  1.249471e-06 -9.280651e-07
##   -5.751062e-07 -5.185744e-06 -4.725683e-06 -2.250931e-06  1.668687e-06
##   -1.521640e-06 -1.373861e-05 -1.251767e-05 -5.964311e-06  4.425722e-06
##   -1.065425e-06 -9.621356e-06 -8.766096e-06 -4.176990e-06  3.099895e-06
##    1.416551e-08  1.291314e-07  1.175112e-07  5.612213e-08 -4.193178e-08
## d -2.734569e+00 -1.310438e+00 -2.061209e+00 -2.200192e+00 -1.388308e+00
##           [,11]         [,12]         [,13]         [,14]         [,15]
##   -1.095335e-01 -3.354625e-02  6.470089e-02 -5.898529e-03  1.868823e-03
##   -9.705386e-05 -2.984120e-05  5.915645e-05 -4.902396e-05  2.349229e-05
##   -5.131720e-05 -1.577894e-05  3.128545e-05 -2.592087e-05  1.242427e-05
##    2.179425e-06  6.706438e-07 -1.336762e-06  1.100185e-06 -5.310455e-07
##    6.408372e-05  1.970593e-05 -3.909281e-05  3.236738e-05 -1.552532e-05
##   -6.508091e-06 -2.000873e-06  3.964130e-06 -3.287597e-06  1.574180e-06
##   -5.875564e-05 -1.806589e-05  3.581695e-05 -2.967838e-05  1.422377e-05
##   -5.353461e-05 -1.646034e-05  3.263092e-05 -2.704143e-05  1.295844e-05
##   -2.550721e-05 -7.842920e-06  1.555043e-05 -1.288397e-05  6.175478e-06
##    1.892612e-05  5.819800e-06 -1.154490e-05  9.559242e-06 -4.584928e-06
##    4.231960e+00  3.716919e-02  1.822985e-01 -7.606619e-05  3.645221e-05
##    3.716919e-02  2.370180e+00  1.485479e-01 -2.338799e-05  1.120908e-05
##    1.822985e-01  1.485479e-01  1.051775e+00  4.636218e-05 -2.223565e-05
##   -7.606619e-05 -2.338799e-05  4.636218e-05  3.731241e+00  4.797716e-01
##    3.645221e-05  1.120908e-05 -2.223565e-05  4.797716e-01  2.106249e+00
##   -6.223679e-05 -1.913496e-05  3.791893e-05  5.043318e-02 -6.299026e-04
##   -1.409540e-04 -4.333930e-05  8.591637e-05 -7.119869e-05  3.411926e-05
##   -2.936596e-05 -9.028983e-06  1.789633e-05 -1.483361e-05  7.106948e-06
##    4.131780e-05  1.270670e-05 -2.522618e-05  2.086703e-05 -1.001880e-05
##   -3.803374e-05 -1.169404e-05  2.317915e-05 -1.921192e-05  9.204862e-06
##    1.316608e-05  4.048891e-06 -8.036091e-06  6.649554e-06 -3.191553e-06
##   -5.439973e-05 -1.672608e-05  3.315428e-05 -2.747875e-05  1.316619e-05
##   -7.926431e-05 -2.437202e-05  4.832246e-05 -4.003733e-05  1.919009e-05
##    6.261683e-05  1.925423e-05 -3.818820e-05  3.162729e-05 -1.516584e-05
##   -1.914913e-05 -5.887585e-06  1.166857e-05 -9.672899e-06  4.633766e-06
##   -1.035840e-04 -3.184921e-05  6.313960e-05 -5.232225e-05  2.507414e-05
##   -4.054320e-05 -1.246613e-05  2.471652e-05 -2.047885e-05  9.815558e-06
##    4.619604e-05  1.420502e-05 -2.817466e-05  2.333319e-05 -1.118915e-05
##   -5.177370e-05 -1.591898e-05  3.155874e-05 -2.615187e-05  1.253268e-05
##    7.815972e-05  2.403351e-05 -4.766664e-05  3.947794e-05 -1.893004e-05
##   -5.393938e-05 -1.658484e-05  3.287833e-05 -2.724584e-05  1.305671e-05
##   -8.707125e-05 -2.677169e-05  5.306948e-05 -4.398173e-05  2.107497e-05
##   -2.004953e-05 -6.164553e-06  1.221930e-05 -1.012755e-05  4.852515e-06
##   -1.899602e-05 -5.840400e-06  1.157357e-05 -9.595697e-06  4.596001e-06
##   -5.657033e-05 -1.739362e-05  3.447958e-05 -2.857498e-05  1.369255e-05
##   -2.809863e-05 -8.639724e-06  1.713023e-05 -1.419293e-05  6.802858e-06
##    5.499098e-06  1.691191e-06 -3.357760e-06  2.777222e-06 -1.333572e-06
##   -7.301070e-05 -2.244825e-05  4.449570e-05 -3.687974e-05  1.767005e-05
##   -2.520923e-05 -7.751140e-06  1.536630e-05 -1.273366e-05  6.102302e-06
##   -2.604565e-06 -8.003186e-07  1.579606e-06 -1.316275e-06  6.271158e-07
##   -2.964079e-05 -9.113457e-06  1.806342e-05 -1.497246e-05  7.173293e-06
##    3.279220e-06  1.008607e-06 -2.004115e-06  1.655962e-06 -7.959977e-07
##   -4.147331e-05 -1.275133e-05  2.527122e-05 -2.094968e-05  1.003557e-05
##   -6.622924e-05 -2.036362e-05  4.036947e-05 -3.345369e-05  1.603160e-05
##    7.374301e-06  2.267758e-06 -4.500706e-06  3.724429e-06 -1.787460e-06
##   -1.329277e-05 -4.086583e-06  8.093645e-06 -6.715166e-06  3.213965e-06
##   -3.521170e-05 -1.082670e-05  2.146448e-05 -1.778600e-05  8.524054e-06
##   -2.465878e-05 -7.582109e-06  1.503414e-05 -1.245534e-05  5.970468e-06
##    3.306258e-07  1.017686e-07 -2.032554e-07  1.668633e-07 -8.075616e-08
## d -7.396985e+00 -5.979363e+00 -1.149158e+00 -5.385380e+00 -5.181166e+00
##           [,16]         [,17]         [,18]         [,19]         [,20]
##   -5.579958e-03 -2.964420e-03 -7.900329e-04 -1.331111e-03 -3.948197e-03
##   -4.011169e-05 -9.084330e-05 -1.892619e-05  2.662697e-05 -2.451250e-05
##   -2.120626e-05 -4.803324e-05 -1.000666e-05  1.408581e-05 -1.296033e-05
##    8.971579e-07  2.039796e-06  4.242789e-07 -6.066841e-07  5.496111e-07
##    2.647147e-05  5.998231e-05  1.249397e-05 -1.761545e-05  1.618212e-05
##   -2.690904e-06 -6.091686e-06 -1.269358e-06  1.782689e-06 -1.643992e-06
##   -2.428154e-05 -5.499574e-05 -1.145741e-05  1.612405e-05 -1.483926e-05
##   -2.212531e-05 -5.010887e-05 -1.043959e-05  1.468778e-05 -1.352098e-05
##   -1.054057e-05 -2.387492e-05 -4.973808e-06  7.001344e-06 -6.441930e-06
##    7.818171e-06  1.771484e-05  3.689947e-06 -5.201869e-06  4.779191e-06
##   -6.223679e-05 -1.409540e-04 -2.936596e-05  4.131780e-05 -3.803374e-05
##   -1.913496e-05 -4.333930e-05 -9.028983e-06  1.270670e-05 -1.169404e-05
##    3.791893e-05  8.591637e-05  1.789633e-05 -2.522618e-05  2.317915e-05
##    5.043318e-02 -7.119869e-05 -1.483361e-05  2.086703e-05 -1.921192e-05
##   -6.299026e-04  3.411926e-05  7.106948e-06 -1.001880e-05  9.204862e-06
##    1.032586e+00 -5.825451e-05 -1.213798e-05  1.705831e-05 -1.572047e-05
##   -5.825451e-05  3.398781e+00  5.161685e-01  1.610093e-01 -3.559999e-05
##   -1.213798e-05  5.161685e-01  1.929168e+00 -4.393226e-02 -7.417131e-06
##    1.705831e-05  1.610093e-01 -4.393226e-02  1.214605e+00  1.043125e-05
##   -1.572047e-05 -3.559999e-05 -7.417131e-06  1.043125e-05  3.157647e+00
##    5.436700e-06  1.232335e-05  2.566519e-06 -3.623752e-06  7.477120e-01
##   -2.248455e-05 -5.091871e-05 -1.060864e-05  1.492098e-05  7.532661e-02
##   -3.275547e-05 -7.419193e-05 -1.545631e-05  2.175593e-05 -2.001855e-05
##    2.586972e-05  5.860949e-05  1.220883e-05 -1.720200e-05  1.581269e-05
##   -7.915593e-06 -1.792383e-05 -3.734498e-06  5.250216e-06 -4.836743e-06
##   -4.280933e-05 -9.695554e-05 -2.019937e-05  2.842154e-05 -2.616151e-05
##   -1.675427e-05 -3.794871e-05 -7.905817e-06  1.112790e-05 -1.023938e-05
##    1.908515e-05  4.323958e-05  9.007069e-06 -1.269198e-05  1.166583e-05
##   -2.139706e-05 -4.846063e-05 -1.009611e-05  1.420585e-05 -1.307612e-05
##    3.229147e-05  7.315769e-05  1.523940e-05 -2.147116e-05  1.973782e-05
##   -2.229230e-05 -5.048773e-05 -1.051847e-05  1.479956e-05 -1.362314e-05
##   -3.598695e-05 -8.149953e-05 -1.697972e-05  2.388575e-05 -2.199147e-05
##   -8.286898e-06 -1.876657e-05 -3.909915e-06  5.499252e-06 -5.063960e-06
##   -7.853031e-06 -1.778054e-05 -3.704785e-06  5.206453e-06 -4.798240e-06
##   -2.338067e-05 -5.295037e-05 -1.103173e-05  1.551888e-05 -1.428787e-05
##   -1.161147e-05 -2.630051e-05 -5.479130e-06  7.712594e-06 -7.096408e-06
##    2.270192e-06  5.147089e-06  1.071848e-06 -1.514914e-06  1.388290e-06
##   -3.017736e-05 -6.833880e-05 -1.423812e-05  2.002446e-05 -1.844061e-05
##   -1.041849e-05 -2.359606e-05 -4.915917e-06  6.916973e-06 -6.366921e-06
##   -1.079851e-06 -2.438054e-06 -5.085965e-07  7.062570e-07 -6.586195e-07
##   -1.225175e-05 -2.774412e-05 -5.780451e-06  8.128572e-06 -7.486585e-06
##    1.352981e-06  3.069274e-06  6.390067e-07 -9.052761e-07  8.276824e-07
##   -1.714392e-05 -3.881955e-05 -8.088256e-06  1.137027e-05 -1.047552e-05
##   -2.737153e-05 -6.199115e-05 -1.291506e-05  1.817151e-05 -1.672712e-05
##    3.045214e-06  6.902296e-06  1.437529e-06 -2.029348e-06  1.861905e-06
##   -5.497490e-06 -1.244232e-05 -2.592928e-06  3.637907e-06 -3.358161e-06
##   -1.455182e-05 -3.295843e-05 -6.866343e-06  9.662705e-06 -8.893058e-06
##   -1.018956e-05 -2.308077e-05 -4.808286e-06  6.769462e-06 -6.227562e-06
##    1.359027e-07  3.094345e-07  6.432425e-08 -9.252231e-08  8.333126e-08
## d -1.089574e+00 -5.908631e+00 -5.757709e+00 -1.195852e+00 -5.500228e+00
##           [,21]         [,22]         [,23]         [,24]         [,25]
##    7.218944e-04 -5.589352e-03 -1.109272e-02  7.989082e-03 -2.967528e-03
##    8.484897e-06 -3.506023e-05 -5.108461e-05  4.035490e-05 -1.234157e-05
##    4.488171e-06 -1.853733e-05 -2.701223e-05  2.134105e-05 -6.525006e-06
##   -1.928305e-07  7.863402e-07  1.148770e-06 -9.105903e-07  2.763778e-07
##   -5.611390e-06  2.314618e-05  3.373696e-05 -2.666295e-05  8.146062e-06
##    5.682273e-07 -2.351327e-06 -3.425031e-06  2.704643e-06 -8.278278e-07
##    5.137816e-06 -2.122471e-05 -3.092702e-05  2.443269e-05 -7.471112e-06
##    4.680355e-06 -1.933906e-05 -2.817819e-05  2.225985e-05 -6.807532e-06
##    2.230844e-06 -9.213981e-06 -1.342643e-05  1.060757e-05 -3.243255e-06
##   -1.657084e-06  6.835926e-06  9.963575e-06 -7.874195e-06  2.405862e-06
##    1.316608e-05 -5.439973e-05 -7.926431e-05  6.261683e-05 -1.914913e-05
##    4.048891e-06 -1.672608e-05 -2.437202e-05  1.925423e-05 -5.887585e-06
##   -8.036091e-06  3.315428e-05  4.832246e-05 -3.818820e-05  1.166857e-05
##    6.649554e-06 -2.747875e-05 -4.003733e-05  3.162729e-05 -9.672899e-06
##   -3.191553e-06  1.316619e-05  1.919009e-05 -1.516584e-05  4.633766e-06
##    5.436700e-06 -2.248455e-05 -3.275547e-05  2.586972e-05 -7.915593e-06
##    1.232335e-05 -5.091871e-05 -7.419193e-05  5.860949e-05 -1.792383e-05
##    2.566519e-06 -1.060864e-05 -1.545631e-05  1.220883e-05 -3.734498e-06
##   -3.623752e-06  1.492098e-05  2.175593e-05 -1.720200e-05  5.250216e-06
##    7.477120e-01  7.532661e-02 -2.001855e-05  1.581269e-05 -4.836743e-06
##    1.462665e+00 -8.220659e-02  6.932161e-06 -5.480261e-06  1.673215e-06
##   -8.220659e-02  6.066774e-01 -2.863278e-05  2.261749e-05 -6.917904e-06
##    6.932161e-06 -2.863278e-05  3.966156e+00  7.493760e-01 -1.676148e-01
##   -5.480261e-06  2.261749e-05  7.493760e-01  1.618540e+00  1.514803e-01
##    1.673215e-06 -6.917904e-06 -1.676148e-01  1.514803e-01  4.355807e-01
##    9.056582e-06 -3.741889e-05 -5.452234e-05  4.307164e-05 -1.317169e-05
##    3.545724e-06 -1.464550e-05 -2.134093e-05  1.686021e-05 -5.155140e-06
##   -4.043386e-06  1.668611e-05  2.431877e-05 -1.921728e-05  5.872817e-06
##    4.526717e-06 -1.870282e-05 -2.725155e-05  2.152826e-05 -6.583509e-06
##   -6.840385e-06  2.823174e-05  4.114478e-05 -3.251270e-05  9.936524e-06
##    4.715932e-06 -1.948521e-05 -2.839138e-05  2.242852e-05 -6.858941e-06
##    7.611525e-06 -3.145433e-05 -4.582977e-05  3.620291e-05 -1.107237e-05
##    1.752459e-06 -7.242945e-06 -1.055288e-05  8.335879e-06 -2.549659e-06
##    1.659369e-06 -6.862786e-06 -9.997660e-06  7.895944e-06 -2.416021e-06
##    4.945289e-06 -2.043590e-05 -2.977573e-05  2.352122e-05 -7.193714e-06
##    2.457473e-06 -1.015009e-05 -1.479048e-05  1.168522e-05 -3.572760e-06
##   -4.823880e-07  1.985835e-06  2.895622e-06 -2.289639e-06  6.987346e-07
##    6.381305e-06 -2.637544e-05 -3.842826e-05  3.035467e-05 -9.284729e-06
##    2.204106e-06 -9.106626e-06 -1.326910e-05  1.048235e-05 -3.205591e-06
##    2.255237e-07 -9.418036e-07 -1.369380e-06  1.078809e-06 -3.319256e-07
##    2.590430e-06 -1.070797e-05 -1.560088e-05  1.232288e-05 -3.769484e-06
##   -2.881565e-07  1.183982e-06  1.727069e-06 -1.366310e-06  4.165034e-07
##    3.623680e-06 -1.498292e-05 -2.182812e-05  1.724053e-05 -5.274531e-06
##    5.790421e-06 -2.392484e-05 -3.486023e-05  2.753873e-05 -8.421727e-06
##   -6.463184e-07  2.663247e-06  3.882635e-06 -3.069330e-06  9.371920e-07
##    1.159756e-06 -4.802939e-06 -6.995022e-06  5.522610e-06 -1.691118e-06
##    3.078969e-06 -1.271980e-05 -1.853421e-05  1.464214e-05 -4.477392e-06
##    2.156902e-06 -8.907394e-06 -1.298002e-05  1.025524e-05 -3.135290e-06
##   -2.938054e-08  1.192367e-07  1.743624e-07 -1.383833e-07  4.188505e-08
## d -5.229468e+00 -8.775510e-01 -5.194833e+00 -4.814648e+00 -6.667617e-01
##           [,26]         [,27]         [,28]         [,29]         [,30]
##    1.686160e-02  6.781683e-03 -8.363047e-03 -8.969865e-03  1.226013e-02
##   -6.675871e-05 -2.612946e-05  2.977209e-05 -3.336755e-05  5.037192e-05
##   -3.529880e-05 -1.381657e-05  1.574467e-05 -1.764317e-05  2.663827e-05
##    1.499321e-06  5.875631e-07 -6.720115e-07  7.494161e-07 -1.136467e-06
##    4.408090e-05  1.725615e-05 -1.967161e-05  2.203273e-05 -3.328072e-05
##   -4.476540e-06 -1.751891e-06  1.995298e-06 -2.237472e-06  3.376047e-06
##   -4.041529e-05 -1.581897e-05  1.802548e-05 -2.020051e-05  3.049738e-05
##   -3.682390e-05 -1.441297e-05  1.642236e-05 -1.840544e-05  2.778525e-05
##   -1.754527e-05 -6.867526e-06  7.825884e-06 -8.769538e-06  1.324055e-05
##    1.301859e-05  5.096280e-06 -5.809473e-06  6.507014e-06 -9.828587e-06
##   -1.035840e-04 -4.054320e-05  4.619604e-05 -5.177370e-05  7.815972e-05
##   -3.184921e-05 -1.246613e-05  1.420502e-05 -1.591898e-05  2.403351e-05
##    6.313960e-05  2.471652e-05 -2.817466e-05  3.155874e-05 -4.766664e-05
##   -5.232225e-05 -2.047885e-05  2.333319e-05 -2.615187e-05  3.947794e-05
##    2.507414e-05  9.815558e-06 -1.118915e-05  1.253268e-05 -1.893004e-05
##   -4.280933e-05 -1.675427e-05  1.908515e-05 -2.139706e-05  3.229147e-05
##   -9.695554e-05 -3.794871e-05  4.323958e-05 -4.846063e-05  7.315769e-05
##   -2.019937e-05 -7.905817e-06  9.007069e-06 -1.009611e-05  1.523940e-05
##    2.842154e-05  1.112790e-05 -1.269198e-05  1.420585e-05 -2.147116e-05
##   -2.616151e-05 -1.023938e-05  1.166583e-05 -1.307612e-05  1.973782e-05
##    9.056582e-06  3.545724e-06 -4.043386e-06  4.526717e-06 -6.840385e-06
##   -3.741889e-05 -1.464550e-05  1.668611e-05 -1.870282e-05  2.823174e-05
##   -5.452234e-05 -2.134093e-05  2.431877e-05 -2.725155e-05  4.114478e-05
##    4.307164e-05  1.686021e-05 -1.921728e-05  2.152826e-05 -3.251270e-05
##   -1.317169e-05 -5.155140e-06  5.872817e-06 -6.583509e-06  9.936524e-06
##    1.565929e+00  3.523467e-02  1.274624e-01 -3.561269e-05  5.376297e-05
##    3.523467e-02  1.730389e+00 -9.582434e-03 -1.393900e-05  2.104522e-05
##    1.274624e-01 -9.582434e-03  1.357386e+00  1.588265e-05 -2.398714e-05
##   -3.561269e-05 -1.393900e-05  1.588265e-05  4.312246e+00  8.601530e-01
##    5.376297e-05  2.104522e-05 -2.398714e-05  8.601530e-01  2.228250e+00
##   -3.710235e-05 -1.452201e-05  1.654681e-05 -9.784700e-02  3.669144e-01
##   -5.989209e-05 -2.344165e-05  2.670887e-05 -2.993545e-05  4.518934e-05
##   -1.379108e-05 -5.397735e-06  6.149814e-06 -6.893097e-06  1.040506e-05
##   -1.306633e-05 -5.113757e-06  5.825155e-06 -6.530844e-06  9.855989e-06
##   -3.891199e-05 -1.523010e-05  1.735290e-05 -1.944911e-05  2.935975e-05
##   -1.932779e-05 -7.565231e-06  8.620938e-06 -9.660485e-06  1.458570e-05
##    3.782708e-06  1.481074e-06 -1.689350e-06  1.890700e-06 -2.857871e-06
##   -5.022042e-05 -1.965584e-05  2.239420e-05 -2.510132e-05  3.788950e-05
##   -1.734024e-05 -6.787061e-06  7.733443e-06 -8.667056e-06  1.308430e-05
##   -1.791366e-06 -7.004538e-07  7.956918e-07 -8.953467e-07  1.346739e-06
##   -2.038840e-05 -7.979767e-06  9.091200e-06 -1.019059e-05  1.538176e-05
##    2.255746e-06  8.833687e-07 -1.008144e-06  1.127488e-06 -1.705362e-06
##   -2.852732e-05 -1.116497e-05  1.271911e-05 -1.425860e-05  2.152017e-05
##   -4.555596e-05 -1.783079e-05  2.031691e-05 -2.276993e-05  3.437446e-05
##    5.072570e-06  1.985925e-06 -2.264572e-06  2.535402e-06 -3.831100e-06
##   -9.143252e-06 -3.577937e-06  4.074117e-06 -4.569988e-06  6.893605e-06
##   -2.422050e-05 -9.480130e-06  1.080239e-05 -1.210597e-05  1.827661e-05
##   -1.696170e-05 -6.639188e-06  7.565972e-06 -8.477858e-06  1.280075e-05
##    2.274630e-07  8.917994e-08 -1.021383e-07  1.136955e-07 -1.727016e-07
## d -3.854114e+00 -4.384527e+00 -1.386286e+00 -5.496161e+00 -5.177877e+00
##           [,31]         [,32]         [,33]         [,34]         [,35]
##   -9.371274e-03  2.360761e-02  5.394439e-03  4.916135e-03  1.472017e-02
##   -3.476333e-05 -5.611663e-05 -1.292177e-05 -1.224296e-05 -3.645905e-05
##   -1.838111e-05 -2.967099e-05 -6.832104e-06 -6.472594e-06 -1.927733e-05
##    7.806593e-07  1.259304e-06  2.898097e-07  2.738090e-07  8.182252e-07
##    2.295397e-05  3.705001e-05  8.530729e-06  8.079581e-06  2.407165e-05
##   -2.331100e-06 -3.763255e-06 -8.666046e-07 -8.213301e-07 -2.444975e-06
##   -2.104545e-05 -3.397215e-05 -7.822563e-06 -7.411245e-06 -2.207178e-05
##   -1.917534e-05 -3.095372e-05 -7.127592e-06 -6.753125e-06 -2.011067e-05
##   -9.136331e-06 -1.474797e-05 -3.395897e-06 -3.217203e-06 -9.581796e-06
##    6.779092e-06  1.094219e-05  2.519441e-06  2.386251e-06  7.109216e-06
##   -5.393938e-05 -8.707125e-05 -2.004953e-05 -1.899602e-05 -5.657033e-05
##   -1.658484e-05 -2.677169e-05 -6.164553e-06 -5.840400e-06 -1.739362e-05
##    3.287833e-05  5.306948e-05  1.221930e-05  1.157357e-05  3.447958e-05
##   -2.724584e-05 -4.398173e-05 -1.012755e-05 -9.595697e-06 -2.857498e-05
##    1.305671e-05  2.107497e-05  4.852515e-06  4.596001e-06  1.369255e-05
##   -2.229230e-05 -3.598695e-05 -8.286898e-06 -7.853031e-06 -2.338067e-05
##   -5.048773e-05 -8.149953e-05 -1.876657e-05 -1.778054e-05 -5.295037e-05
##   -1.051847e-05 -1.697972e-05 -3.909915e-06 -3.704785e-06 -1.103173e-05
##    1.479956e-05  2.388575e-05  5.499252e-06  5.206453e-06  1.551888e-05
##   -1.362314e-05 -2.199147e-05 -5.063960e-06 -4.798240e-06 -1.428787e-05
##    4.715932e-06  7.611525e-06  1.752459e-06  1.659369e-06  4.945289e-06
##   -1.948521e-05 -3.145433e-05 -7.242945e-06 -6.862786e-06 -2.043590e-05
##   -2.839138e-05 -4.582977e-05 -1.055288e-05 -9.997660e-06 -2.977573e-05
##    2.242852e-05  3.620291e-05  8.335879e-06  7.895944e-06  2.352122e-05
##   -6.858941e-06 -1.107237e-05 -2.549659e-06 -2.416021e-06 -7.193714e-06
##   -3.710235e-05 -5.989209e-05 -1.379108e-05 -1.306633e-05 -3.891199e-05
##   -1.452201e-05 -2.344165e-05 -5.397735e-06 -5.113757e-06 -1.523010e-05
##    1.654681e-05  2.670887e-05  6.149814e-06  5.825155e-06  1.735290e-05
##   -9.784700e-02 -2.993545e-05 -6.893097e-06 -6.530844e-06 -1.944911e-05
##    3.669144e-01  4.518934e-05  1.040506e-05  9.855989e-06  2.935975e-05
##    4.804770e-01 -3.118769e-05 -7.181455e-06 -6.804094e-06 -2.026269e-05
##   -3.118769e-05  1.777170e+00  1.640917e-01  1.324466e-02 -3.270914e-05
##   -7.181455e-06  1.640917e-01  7.186166e-01 -6.554069e-02 -7.531841e-06
##   -6.804094e-06  1.324466e-02 -6.554069e-02  1.414428e+00 -7.136295e-06
##   -2.026269e-05 -3.270914e-05 -7.531841e-06 -7.136295e-06  1.004379e+00
##   -1.006454e-05 -1.624630e-05 -3.740908e-06 -3.544065e-06  8.704661e-02
##    1.969714e-06  3.178986e-06  7.318958e-07  6.928958e-07 -4.208342e-03
##   -2.615139e-05 -4.221545e-05 -9.720916e-06 -9.210804e-06 -2.742740e-05
##   -9.029593e-06 -1.457593e-05 -3.356332e-06 -3.179949e-06 -9.470005e-06
##   -9.328993e-07 -1.506760e-06 -3.471136e-07 -3.296161e-07 -9.788934e-07
##   -1.061691e-05 -1.713866e-05 -3.946523e-06 -3.739510e-06 -1.113499e-05
##    1.174583e-06  1.895509e-06  4.363657e-07  4.129445e-07  1.231549e-06
##   -1.485514e-05 -2.398068e-05 -5.522097e-06 -5.232721e-06 -1.558023e-05
##   -2.372239e-05 -3.829368e-05 -8.817721e-06 -8.354386e-06 -2.487946e-05
##    2.641385e-06  4.263233e-06  9.815620e-07  9.294493e-07  2.769866e-06
##   -4.761261e-06 -7.686753e-06 -1.770171e-06 -1.677978e-06 -4.994039e-06
##   -1.261234e-05 -2.035922e-05 -4.688000e-06 -4.441526e-06 -1.322743e-05
##   -8.832439e-06 -1.425732e-05 -3.282901e-06 -3.110065e-06 -9.263028e-06
##    1.184297e-07  1.909938e-07  4.394512e-08  4.147566e-08  1.241000e-07
## d -7.854532e-01 -3.177740e+00 -2.596518e+00 -1.374253e+00 -2.364287e+00
##           [,36]         [,37]         [,38]         [,39]         [,40]
##    7.531087e-03 -1.753206e-03  1.356694e-02  4.831432e-03  7.384955e-05
##   -1.810912e-05  3.543840e-06 -4.705491e-05 -1.624706e-05 -1.678978e-06
##   -9.575681e-06  1.874766e-06 -2.487907e-05 -8.590667e-06 -8.864443e-07
##    4.072856e-07 -8.081668e-08  1.055114e-06  3.648949e-07  3.601145e-08
##    1.195972e-05 -2.344757e-06  3.106392e-05  1.072798e-05  1.102058e-06
##   -1.214131e-06  2.372387e-07 -3.155835e-06 -1.089453e-06 -1.131317e-07
##   -1.096343e-05  2.146020e-06 -2.848592e-05 -9.835866e-06 -1.015610e-06
##   -9.988964e-06  1.954832e-06 -2.595527e-05 -8.961828e-06 -9.260362e-07
##   -4.759591e-06  9.318515e-07 -1.236614e-05 -4.269991e-06 -4.406082e-07
##    3.532073e-06 -6.924052e-07  9.174344e-06  3.168338e-06  3.255874e-07
##   -2.809863e-05  5.499098e-06 -7.301070e-05 -2.520923e-05 -2.604565e-06
##   -8.639724e-06  1.691191e-06 -2.244825e-05 -7.751140e-06 -8.003186e-07
##    1.713023e-05 -3.357760e-06  4.449570e-05  1.536630e-05  1.579606e-06
##   -1.419293e-05  2.777222e-06 -3.687974e-05 -1.273366e-05 -1.316275e-06
##    6.802858e-06 -1.333572e-06  1.767005e-05  6.102302e-06  6.271158e-07
##   -1.161147e-05  2.270192e-06 -3.017736e-05 -1.041849e-05 -1.079851e-06
##   -2.630051e-05  5.147089e-06 -6.833880e-05 -2.359606e-05 -2.438054e-06
##   -5.479130e-06  1.071848e-06 -1.423812e-05 -4.915917e-06 -5.085965e-07
##    7.712594e-06 -1.514914e-06  2.002446e-05  6.916973e-06  7.062570e-07
##   -7.096408e-06  1.388290e-06 -1.844061e-05 -6.366921e-06 -6.586195e-07
##    2.457473e-06 -4.823880e-07  6.381305e-06  2.204106e-06  2.255237e-07
##   -1.015009e-05  1.985835e-06 -2.637544e-05 -9.106626e-06 -9.418036e-07
##   -1.479048e-05  2.895622e-06 -3.842826e-05 -1.326910e-05 -1.369380e-06
##    1.168522e-05 -2.289639e-06  3.035467e-05  1.048235e-05  1.078809e-06
##   -3.572760e-06  6.987346e-07 -9.284729e-06 -3.205591e-06 -3.319256e-07
##   -1.932779e-05  3.782708e-06 -5.022042e-05 -1.734024e-05 -1.791366e-06
##   -7.565231e-06  1.481074e-06 -1.965584e-05 -6.787061e-06 -7.004538e-07
##    8.620938e-06 -1.689350e-06  2.239420e-05  7.733443e-06  7.956918e-07
##   -9.660485e-06  1.890700e-06 -2.510132e-05 -8.667056e-06 -8.953467e-07
##    1.458570e-05 -2.857871e-06  3.788950e-05  1.308430e-05  1.346739e-06
##   -1.006454e-05  1.969714e-06 -2.615139e-05 -9.029593e-06 -9.328993e-07
##   -1.624630e-05  3.178986e-06 -4.221545e-05 -1.457593e-05 -1.506760e-06
##   -3.740908e-06  7.318958e-07 -9.720916e-06 -3.356332e-06 -3.471136e-07
##   -3.544065e-06  6.928958e-07 -9.210804e-06 -3.179949e-06 -3.296161e-07
##    8.704661e-02 -4.208342e-03 -2.742740e-05 -9.470005e-06 -9.788934e-07
##    1.502983e+00 -5.386905e-02 -1.362250e-05 -4.703803e-06 -4.853829e-07
##   -5.386905e-02  1.420174e+00  2.665048e-06  9.206009e-07  9.392908e-08
##   -1.362250e-05  2.665048e-06  1.836359e+00  3.923999e-01 -1.154130e-02
##   -4.703803e-06  9.206009e-07  3.923999e-01  1.275318e+00 -7.113595e-02
##   -4.853829e-07  9.392908e-08 -1.154130e-02 -7.113595e-02  1.420062e+00
##   -5.530377e-06  1.081821e-06 -1.437144e-05 -4.961920e-06 -5.134365e-07
##    6.122685e-07 -1.205312e-07  1.588885e-06  5.489841e-07  5.564399e-08
##   -7.737858e-06  1.513227e-06 -2.010905e-05 -6.942686e-06 -7.190193e-07
##   -1.235770e-05  2.418496e-06 -3.210988e-05 -1.108695e-05 -1.145468e-06
##    1.376404e-06 -2.701410e-07  3.574213e-06  1.234514e-06  1.263753e-07
##   -2.479627e-06  4.841031e-07 -6.446357e-06 -2.225186e-06 -2.316958e-07
##   -6.570257e-06  1.286049e-06 -1.707139e-05 -5.894540e-06 -6.087011e-07
##   -4.601349e-06  9.009971e-07 -1.195464e-05 -4.127968e-06 -4.257598e-07
##    6.182157e-08 -1.232887e-08  1.599785e-07  5.535873e-08  5.369079e-09
## d -2.513395e+00 -1.396945e+00 -3.244623e+00 -2.882310e+00 -1.380219e+00
##           [,41]         [,42]         [,43]         [,44]         [,45]
##   -4.945646e-03  2.449759e-04 -7.081736e-03  1.389783e-02 -1.853627e-03
##   -1.910333e-05  2.113178e-06 -2.672947e-05 -4.268401e-05  4.752390e-06
##   -1.010025e-05  1.118215e-06 -1.413181e-05 -2.256916e-05  2.513775e-06
##    4.281660e-07 -4.857566e-08  5.984425e-07  9.585172e-07 -1.079417e-07
##    1.261059e-05 -1.399661e-06  1.764228e-05  2.818388e-05 -3.142696e-06
##   -1.281265e-06  1.413404e-07 -1.792962e-06 -2.862235e-06  3.182843e-07
##   -1.156461e-05  1.279852e-06 -1.618093e-05 -2.584057e-05  2.877660e-06
##   -1.053730e-05  1.165678e-06 -1.474381e-05 -2.354436e-05  2.621464e-06
##   -5.020329e-06  5.558080e-07 -7.024216e-06 -1.121800e-05  1.249471e-06
##    3.724393e-06 -4.132938e-07  5.210487e-06  8.323667e-06 -9.280651e-07
##   -2.964079e-05  3.279220e-06 -4.147331e-05 -6.622924e-05  7.374301e-06
##   -9.113457e-06  1.008607e-06 -1.275133e-05 -2.036362e-05  2.267758e-06
##    1.806342e-05 -2.004115e-06  2.527122e-05  4.036947e-05 -4.500706e-06
##   -1.497246e-05  1.655962e-06 -2.094968e-05 -3.345369e-05  3.724429e-06
##    7.173293e-06 -7.959977e-07  1.003557e-05  1.603160e-05 -1.787460e-06
##   -1.225175e-05  1.352981e-06 -1.714392e-05 -2.737153e-05  3.045214e-06
##   -2.774412e-05  3.069274e-06 -3.881955e-05 -6.199115e-05  6.902296e-06
##   -5.780451e-06  6.390067e-07 -8.088256e-06 -1.291506e-05  1.437529e-06
##    8.128572e-06 -9.052761e-07  1.137027e-05  1.817151e-05 -2.029348e-06
##   -7.486585e-06  8.276824e-07 -1.047552e-05 -1.672712e-05  1.861905e-06
##    2.590430e-06 -2.881565e-07  3.623680e-06  5.790421e-06 -6.463184e-07
##   -1.070797e-05  1.183982e-06 -1.498292e-05 -2.392484e-05  2.663247e-06
##   -1.560088e-05  1.727069e-06 -2.182812e-05 -3.486023e-05  3.882635e-06
##    1.232288e-05 -1.366310e-06  1.724053e-05  2.753873e-05 -3.069330e-06
##   -3.769484e-06  4.165034e-07 -5.274531e-06 -8.421727e-06  9.371920e-07
##   -2.038840e-05  2.255746e-06 -2.852732e-05 -4.555596e-05  5.072570e-06
##   -7.979767e-06  8.833687e-07 -1.116497e-05 -1.783079e-05  1.985925e-06
##    9.091200e-06 -1.008144e-06  1.271911e-05  2.031691e-05 -2.264572e-06
##   -1.019059e-05  1.127488e-06 -1.425860e-05 -2.276993e-05  2.535402e-06
##    1.538176e-05 -1.705362e-06  2.152017e-05  3.437446e-05 -3.831100e-06
##   -1.061691e-05  1.174583e-06 -1.485514e-05 -2.372239e-05  2.641385e-06
##   -1.713866e-05  1.895509e-06 -2.398068e-05 -3.829368e-05  4.263233e-06
##   -3.946523e-06  4.363657e-07 -5.522097e-06 -8.817721e-06  9.815620e-07
##   -3.739510e-06  4.129445e-07 -5.232721e-06 -8.354386e-06  9.294493e-07
##   -1.113499e-05  1.231549e-06 -1.558023e-05 -2.487946e-05  2.769866e-06
##   -5.530377e-06  6.122685e-07 -7.737858e-06 -1.235770e-05  1.376404e-06
##    1.081821e-06 -1.205312e-07  1.513227e-06  2.418496e-06 -2.701410e-07
##   -1.437144e-05  1.588885e-06 -2.010905e-05 -3.210988e-05  3.574213e-06
##   -4.961920e-06  5.489841e-07 -6.942686e-06 -1.108695e-05  1.234514e-06
##   -5.134365e-07  5.564399e-08 -7.190193e-07 -1.145468e-06  1.263753e-07
##    2.910226e+00  4.027919e-01 -8.207366e-02 -1.303593e-05  1.450924e-06
##    4.027919e-01  1.287521e+00  3.355417e-03  1.442200e-06 -1.613563e-07
##   -8.207366e-02  3.355417e-03  1.070123e+00 -1.823983e-05  2.029681e-06
##   -1.303593e-05  1.442200e-06 -1.823983e-05  1.211595e+00  3.548407e-01
##    1.450924e-06 -1.613563e-07  2.029681e-06  3.548407e-01  3.530802e-01
##   -2.617283e-06  2.882732e-07 -3.662782e-06  6.499106e-02 -9.645115e-02
##   -6.930587e-06  7.669665e-07 -9.697139e-06 -1.548601e-05  1.724514e-06
##   -4.853249e-06  5.374486e-07 -6.790371e-06 -1.084487e-05  1.208050e-06
##    6.490889e-08 -7.431453e-09  9.068623e-08  1.454109e-07 -1.644305e-08
## d -3.472392e+00 -2.439562e+00 -1.110534e+00 -3.155528e+00 -2.792122e+00
##           [,46]         [,47]         [,48]         [,49]        [,50]
##    2.319554e-03  8.868974e-03  6.345897e-03 -1.742026e-04   -7.4332191
##   -8.567444e-06 -2.269348e-05 -1.589215e-05  2.130056e-07   -3.0611912
##   -4.528578e-06 -1.199942e-05 -8.403562e-06  1.129109e-07   -2.5268204
##    1.905171e-07  5.099245e-07  3.576362e-07 -5.148867e-09   -1.3940228
##    5.649745e-06  1.498554e-05  1.049639e-05 -1.420626e-07   -3.0516602
##   -5.751062e-07 -1.521640e-06 -1.065425e-06  1.416551e-08   -2.7345692
##   -5.185744e-06 -1.373861e-05 -9.621356e-06  1.291314e-07   -1.3104375
##   -4.725683e-06 -1.251767e-05 -8.766096e-06  1.175112e-07   -2.0612093
##   -2.250931e-06 -5.964311e-06 -4.176990e-06  5.612213e-08   -2.2001920
##    1.668687e-06  4.425722e-06  3.099895e-06 -4.193178e-08   -1.3883081
##   -1.329277e-05 -3.521170e-05 -2.465878e-05  3.306258e-07   -7.3969855
##   -4.086583e-06 -1.082670e-05 -7.582109e-06  1.017686e-07   -5.9793634
##    8.093645e-06  2.146448e-05  1.503414e-05 -2.032554e-07   -1.1491581
##   -6.715166e-06 -1.778600e-05 -1.245534e-05  1.668633e-07   -5.3853799
##    3.213965e-06  8.524054e-06  5.970468e-06 -8.075616e-08   -5.1811658
##   -5.497490e-06 -1.455182e-05 -1.018956e-05  1.359027e-07   -1.0895738
##   -1.244232e-05 -3.295843e-05 -2.308077e-05  3.094345e-07   -5.9086314
##   -2.592928e-06 -6.866343e-06 -4.808286e-06  6.432425e-08   -5.7577092
##    3.637907e-06  9.662705e-06  6.769462e-06 -9.252231e-08   -1.1958523
##   -3.358161e-06 -8.893058e-06 -6.227562e-06  8.333126e-08   -5.5002277
##    1.159756e-06  3.078969e-06  2.156902e-06 -2.938054e-08   -5.2294681
##   -4.802939e-06 -1.271980e-05 -8.907394e-06  1.192367e-07   -0.8775510
##   -6.995022e-06 -1.853421e-05 -1.298002e-05  1.743624e-07   -5.1948325
##    5.522610e-06  1.464214e-05  1.025524e-05 -1.383833e-07   -4.8146479
##   -1.691118e-06 -4.477392e-06 -3.135290e-06  4.188505e-08   -0.6667617
##   -9.143252e-06 -2.422050e-05 -1.696170e-05  2.274630e-07   -3.8541137
##   -3.577937e-06 -9.480130e-06 -6.639188e-06  8.917994e-08   -4.3845272
##    4.074117e-06  1.080239e-05  7.565972e-06 -1.021383e-07   -1.3862857
##   -4.569988e-06 -1.210597e-05 -8.477858e-06  1.136955e-07   -5.4961613
##    6.893605e-06  1.827661e-05  1.280075e-05 -1.727016e-07   -5.1778774
##   -4.761261e-06 -1.261234e-05 -8.832439e-06  1.184297e-07   -0.7854532
##   -7.686753e-06 -2.035922e-05 -1.425732e-05  1.909938e-07   -3.1777396
##   -1.770171e-06 -4.688000e-06 -3.282901e-06  4.394512e-08   -2.5965180
##   -1.677978e-06 -4.441526e-06 -3.110065e-06  4.147566e-08   -1.3742526
##   -4.994039e-06 -1.322743e-05 -9.263028e-06  1.241000e-07   -2.3642868
##   -2.479627e-06 -6.570257e-06 -4.601349e-06  6.182157e-08   -2.5133945
##    4.841031e-07  1.286049e-06  9.009971e-07 -1.232887e-08   -1.3969453
##   -6.446357e-06 -1.707139e-05 -1.195464e-05  1.599785e-07   -3.2446234
##   -2.225186e-06 -5.894540e-06 -4.127968e-06  5.535873e-08   -2.8823096
##   -2.316958e-07 -6.087011e-07 -4.257598e-07  5.369079e-09   -1.3802194
##   -2.617283e-06 -6.930587e-06 -4.853249e-06  6.490889e-08   -3.4723922
##    2.882732e-07  7.669665e-07  5.374486e-07 -7.431453e-09   -2.4395618
##   -3.662782e-06 -9.697139e-06 -6.790371e-06  9.068623e-08   -1.1105342
##    6.499106e-02 -1.548601e-05 -1.084487e-05  1.454109e-07   -3.1555278
##   -9.645115e-02  1.724514e-06  1.208050e-06 -1.644305e-08   -2.7921225
##    1.281232e+00 -3.107829e-06 -2.175846e-06  2.879806e-08   -1.2570179
##   -3.107829e-06  1.647143e-01 -5.048980e-03 -5.245201e-03   -1.1254432
##   -2.175846e-06 -5.048980e-03  4.868495e-01  9.983205e-03   -2.1375352
##    2.879806e-08 -5.245201e-03  9.983205e-03  1.448743e+00   -1.4403962
## d -1.257018e+00 -1.125443e+00 -2.137535e+00 -1.440396e+00 1527.5000000
## 
## Model rank =  1025 / 1025 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                 k'   edf k-index p-value    
## s(bb.sp)                     16.00 14.87      NA      NA    
## te(yday,elev.mean):bb.spbss  63.00 13.96    0.51  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.00 14.19    0.51  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 11.30    0.51  <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.00 29.05    0.51  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.00 23.31    0.51  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 25.72    0.51  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.00 23.21    0.51  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00 21.35    0.51  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00 19.25    0.51  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00 22.92    0.51  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 14.30    0.51  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 12.55    0.51  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 15.01    0.51  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00 14.04    0.51  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 14.41    0.51  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00  9.41    0.51  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#weighted_fl_abundance.2010.sum.bin <- summary(weighted_fl_abundance.2010.bin)
#print(plot(weighted_fl_abundance.2010.bin, allTerms = TRUE), pages = 4)
#weighted_fl_abundance.2010.ck.bin <- check2D(weighted_fl_abundance.2010.bin, x1 = "yday", x2 = "elev.mean")

### 2011
weighted_fl_abundance.2011 <- bam(log(fl.abund.wt + 0.01) ~
                                      s(bb.sp, bs = "re") +
                                      #s(management, bs = "re") +
                                      #s(site, bs = "re") +
                                      te(yday, elev.mean, 
                                                by = bb.sp,
                                                #id = 0,
                                                bs= c("gp", "tp"), 
                                                k=c(8, 8), 
                                                m=2),
                                    data = filter(fl_abund_wt, year == 2011),
                                    discrete = TRUE,
                                    family = "gaussian",
                                    select = TRUE,
                                    method = "fREML") %>% getViz(nsim = 500)

check.gamViz(weighted_fl_abundance.2011)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1]  9.215776e-07 -1.442024e-10 -4.788037e-11 -4.330447e-11 -9.424509e-05
##  [6] -5.433724e-06  4.048233e-07 -3.413669e-10 -7.751222e-11 -6.657874e-11
## [11] -4.195329e-10  1.454605e-10 -2.970313e-11 -2.269358e-10 -2.403393e-10
## [16] -3.316591e-11 -7.192380e-11 -5.550493e-11 -2.926104e-11 -2.084555e-10
## [21] -2.791714e-10 -4.333356e-11 -1.354792e-10  4.045120e-11 -5.482170e-11
## [26] -3.008260e-12 -7.567191e-11 -3.896616e-11 -5.894840e-12  1.652145e-10
## [31] -9.886958e-11 -2.251994e-10 -7.228973e-11 -6.356982e-11 -2.972351e-10
## [36] -1.332641e-10 -4.509815e-11 -1.508740e-10 -2.390523e-10 -6.199907e-11
## [41] -1.677742e-10  9.455814e-11 -8.928858e-12 -4.087202e-10 -1.804148e-10
## [46] -6.126899e-11 -5.936940e-11  1.269584e-10 -3.472689e-11  5.982793e-05
## 
## $hess
##            [,1]          [,2]          [,3]          [,4]          [,5]
##    7.417480e+00 -6.729851e-03 -2.271123e-03 -1.993789e-03 -9.196431e-07
##   -6.729851e-03  2.175018e+00  3.324079e-01 -7.869422e-03  1.439129e-10
##   -2.271123e-03  3.324079e-01  8.749823e-01 -3.657690e-02  4.777243e-11
##   -1.993789e-03 -7.869422e-03 -3.657690e-02  1.332644e+00  4.320615e-11
##   -9.196431e-07  1.439129e-10  4.777243e-11  4.320615e-11  9.390950e-05
##   -7.292437e-03  1.147974e-06  3.810884e-07  3.446391e-07  5.604806e-06
##    6.102125e-04 -9.659528e-08 -3.206750e-08 -2.899856e-08 -3.918402e-07
##   -9.144328e-03 -7.175269e-06 -2.382084e-06 -2.154026e-06  3.406560e-10
##   -2.087662e-03 -1.628805e-06 -5.407433e-07 -4.889667e-07  7.732832e-11
##   -1.745786e-03 -1.399475e-06 -4.645927e-07 -4.201335e-07  6.644680e-11
##    4.189994e-02 -8.817842e-06 -2.927360e-06 -2.647154e-06  4.186527e-10
##   -1.464250e-02  3.056715e-06  1.014734e-06  9.176671e-07 -1.451412e-10
##    2.978052e-03 -6.244204e-07 -2.072923e-07 -1.874563e-07  2.964755e-11
##   -5.177759e-03 -4.770279e-06 -1.583681e-06 -1.432032e-06  2.264691e-10
##   -5.353938e-03 -5.051848e-06 -1.677115e-06 -1.516590e-06  2.398528e-10
##   -7.286064e-04 -6.974222e-07 -2.315271e-07 -2.093721e-07  3.311369e-11
##   -1.372639e-03 -1.512275e-06 -5.021113e-07 -4.539456e-07  7.177559e-11
##   -9.451839e-04 -1.166563e-06 -3.872888e-07 -3.501990e-07  5.538165e-11
##   -4.721447e-04 -6.148727e-07 -2.041237e-07 -1.845893e-07  2.919386e-11
##   -9.318001e-04 -4.381565e-06 -1.454619e-06 -1.315350e-06  2.080197e-10
##   -1.174627e-03 -5.867431e-06 -1.947882e-06 -1.761425e-06  2.785721e-10
##   -1.646938e-04 -9.108077e-07 -3.023659e-07 -2.734322e-07  4.324526e-11
##    4.490878e-04 -2.847611e-06 -9.453920e-07 -8.548379e-07  1.351844e-10
##   -2.944795e-04  8.498714e-07  2.820995e-07  2.551652e-07 -4.036596e-11
##    2.446884e-04 -1.152147e-06 -3.824858e-07 -3.458835e-07  5.470365e-11
##   -2.512154e-04 -6.354766e-08 -2.116768e-08 -1.902624e-08  2.990339e-12
##   -9.773668e-04 -1.590294e-06 -5.279591e-07 -4.774053e-07  7.549974e-11
##   -4.832837e-04 -8.189055e-07 -2.718604e-07 -2.458397e-07  3.888031e-11
##   -1.840223e-04 -1.241670e-07 -4.126977e-08 -3.724050e-08  5.876855e-12
##    8.689489e-04  3.472343e-06  1.152691e-06  1.042457e-06 -1.648831e-10
##   -5.978837e-04 -2.077958e-06 -6.898321e-07 -6.238202e-07  9.866143e-11
##   -7.331890e-03 -4.733837e-06 -1.571582e-06 -1.421092e-06  2.247390e-10
##   -2.371939e-03 -1.519487e-06 -5.044594e-07 -4.561438e-07  7.213536e-11
##   -2.015934e-03 -1.336022e-06 -4.435270e-07 -4.010849e-07  6.343435e-11
##   -4.257224e-03 -6.247442e-06 -2.074060e-06 -1.875491e-06  2.966061e-10
##   -1.896444e-03 -2.801283e-06 -9.299811e-07 -8.409521e-07  1.329964e-10
##   -6.218538e-04 -9.478472e-07 -3.146635e-07 -2.845508e-07  4.500339e-11
##   -4.461914e-03 -3.172219e-06 -1.053152e-06 -9.522892e-07  1.505974e-10
##   -6.839171e-03 -5.023041e-06 -1.667535e-06 -1.507953e-06  2.384914e-10
##   -1.774093e-03 -1.303004e-06 -4.325678e-07 -3.911714e-07  6.186599e-11
##    1.738361e-03 -3.526219e-06 -1.170638e-06 -1.058587e-06  1.674179e-10
##   -1.120601e-03  1.986980e-06  6.595929e-07  5.965340e-07 -9.435556e-11
##    9.299704e-05 -1.877227e-07 -6.232024e-08 -5.635531e-08  8.912760e-12
##   -1.114219e-02 -8.590755e-06 -2.851992e-06 -2.578967e-06  4.078634e-10
##   -4.870861e-03 -3.791966e-06 -1.258856e-06 -1.138369e-06  1.800372e-10
##   -1.640841e-03 -1.287703e-06 -4.274867e-07 -3.865787e-07  6.113995e-11
##   -1.054429e-03 -1.247955e-06 -4.143212e-07 -3.746246e-07  5.924150e-11
##    1.967413e-03  2.668119e-06  8.857204e-07  8.010136e-07 -1.266939e-10
##   -5.677971e-04 -7.298006e-07 -2.422776e-07 -2.190911e-07  3.465039e-11
## d -7.456640e+00 -3.469301e+00 -2.843297e+00 -1.411928e+00 -5.973646e-05
##            [,6]          [,7]          [,8]          [,9]         [,10]
##   -7.292437e-03  6.102125e-04 -9.144328e-03 -2.087662e-03 -1.745786e-03
##    1.147974e-06 -9.659528e-08 -7.175269e-06 -1.628805e-06 -1.399475e-06
##    3.810884e-07 -3.206750e-08 -2.382084e-06 -5.407433e-07 -4.645927e-07
##    3.446391e-07 -2.899856e-08 -2.154026e-06 -4.889667e-07 -4.201335e-07
##    5.604806e-06 -3.918402e-07  3.406560e-10  7.732832e-11  6.644680e-11
##    7.920182e-01  1.328967e-01  2.717362e-06  6.168409e-07  5.300214e-07
##    1.328967e-01  1.449879e+00 -2.286498e-07 -5.190385e-08 -4.459699e-08
##    2.717362e-06 -2.286498e-07  5.273705e+00  8.781282e-01  6.138303e-02
##    6.168409e-07 -5.190385e-08  8.781282e-01  2.842801e+00 -1.437944e-02
##    5.300214e-07 -4.459699e-08  6.138303e-02 -1.437944e-02  1.189629e+00
##    3.339489e-06 -2.809949e-07 -2.087262e-05 -4.738127e-06 -4.071068e-06
##   -1.157709e-06  9.740967e-08  7.235531e-06  1.642468e-06  1.411283e-06
##    2.364869e-07 -1.989840e-08 -1.478060e-06 -3.355215e-07 -2.882897e-07
##    1.806530e-06 -1.520104e-07 -1.129167e-05 -2.563243e-06 -2.202328e-06
##    1.913241e-06 -1.609856e-07 -1.195818e-05 -2.714529e-06 -2.332369e-06
##    2.641349e-07 -2.222475e-08 -1.650862e-06 -3.747477e-07 -3.219940e-07
##    5.726106e-07 -4.818708e-08 -3.579672e-06 -8.126133e-07 -6.981262e-07
##    4.417791e-07 -3.717370e-08 -2.761356e-06 -6.268370e-07 -5.385726e-07
##    2.328691e-07 -1.959408e-08 -1.455460e-06 -3.303914e-07 -2.838805e-07
##    1.659346e-06 -1.396244e-07 -1.037155e-05 -2.354370e-06 -2.022882e-06
##    2.222104e-06 -1.869750e-07 -1.388873e-05 -3.152772e-06 -2.708903e-06
##    3.449504e-07 -2.902471e-08 -2.155965e-06 -4.894067e-07 -4.205123e-07
##    1.078376e-06 -9.074137e-08 -6.740540e-06 -1.530128e-06 -1.314659e-06
##   -3.219401e-07  2.708519e-08  2.011735e-06  4.566543e-07  3.924186e-07
##    4.363508e-07 -3.671539e-08 -2.727237e-06 -6.190865e-07 -5.319355e-07
##    2.393615e-08 -2.020563e-09 -1.504013e-07 -3.416422e-08 -2.926222e-08
##    6.022553e-07 -5.067662e-08 -3.764366e-06 -8.545221e-07 -7.342037e-07
##    3.101373e-07 -2.609582e-08 -1.938423e-06 -4.400256e-07 -3.780777e-07
##    4.693502e-08 -3.953709e-09 -2.938995e-07 -6.673141e-08 -5.727347e-08
##   -1.315159e-06  1.106558e-07  8.219365e-06  1.865792e-06  1.603197e-06
##    7.869843e-07 -6.621824e-08 -4.918717e-06 -1.116555e-06 -9.593752e-07
##    1.792729e-06 -1.508491e-07 -1.120541e-05 -2.543661e-06 -2.185504e-06
##    5.754266e-07 -4.841981e-08 -3.596757e-06 -8.164769e-07 -7.015057e-07
##    5.059913e-07 -4.257498e-08 -3.162486e-06 -7.178882e-07 -6.168298e-07
##    2.365982e-06 -1.990833e-07 -1.478825e-05 -3.356970e-06 -2.884325e-06
##    1.060887e-06 -8.926699e-08 -6.630886e-06 -1.505227e-06 -1.293304e-06
##    3.589759e-07 -3.020496e-08 -2.243641e-06 -5.093096e-07 -4.376117e-07
##    1.201318e-06 -1.010858e-07 -7.508917e-06 -1.704550e-06 -1.464530e-06
##    1.902362e-06 -1.600687e-07 -1.188999e-05 -2.699046e-06 -2.319087e-06
##    4.934832e-07 -4.152270e-08 -3.084330e-06 -7.001473e-07 -6.015839e-07
##    1.335450e-06 -1.123688e-07 -8.346878e-06 -1.894758e-06 -1.628005e-06
##   -7.525953e-07  6.332135e-08  4.703374e-06  1.067660e-06  9.174108e-07
##    7.109463e-08 -5.982102e-09 -4.443565e-07 -1.008698e-07 -8.666904e-08
##    3.253449e-06 -2.737571e-07 -2.033508e-05 -4.616111e-06 -3.966203e-06
##    1.436104e-06 -1.208376e-07 -8.975927e-06 -2.037551e-06 -1.750702e-06
##    4.876904e-07 -4.103516e-08 -3.048110e-06 -6.919249e-07 -5.945206e-07
##    4.725819e-07 -3.976664e-08 -2.954014e-06 -6.705746e-07 -5.761372e-07
##   -1.010553e-06  8.502684e-08  6.315691e-06  1.433660e-06  1.231881e-06
##    2.763945e-07 -2.325645e-08 -1.727504e-06 -3.921461e-07 -3.369410e-07
## d -4.765268e+00 -1.473562e+00 -7.399601e+00 -6.401512e+00 -1.332630e+00
##           [,11]         [,12]         [,13]         [,14]         [,15]
##    4.189994e-02 -1.464250e-02  2.978052e-03 -5.177759e-03 -5.353938e-03
##   -8.817842e-06  3.056715e-06 -6.244204e-07 -4.770279e-06 -5.051848e-06
##   -2.927360e-06  1.014734e-06 -2.072923e-07 -1.583681e-06 -1.677115e-06
##   -2.647154e-06  9.176671e-07 -1.874563e-07 -1.432032e-06 -1.516590e-06
##    4.186527e-10 -1.451412e-10  2.964755e-11  2.264691e-10  2.398528e-10
##    3.339489e-06 -1.157709e-06  2.364869e-07  1.806530e-06  1.913241e-06
##   -2.809949e-07  9.740967e-08 -1.989840e-08 -1.520104e-07 -1.609856e-07
##   -2.087262e-05  7.235531e-06 -1.478060e-06 -1.129167e-05 -1.195818e-05
##   -4.738127e-06  1.642468e-06 -3.355215e-07 -2.563243e-06 -2.714529e-06
##   -4.071068e-06  1.411283e-06 -2.882897e-07 -2.202328e-06 -2.332369e-06
##    7.353805e+00  7.361758e-01  1.024539e-01 -1.387653e-05 -1.469574e-05
##    7.361758e-01  5.243361e+00 -4.609887e-03  4.810267e-06  5.094381e-06
##    1.024539e-01 -4.609887e-03  1.448170e+00 -9.826383e-07 -1.040662e-06
##   -1.387653e-05  4.810267e-06 -9.826383e-07  6.233623e+00  9.826746e-01
##   -1.469574e-05  5.094381e-06 -1.040662e-06  9.826746e-01  3.018087e+00
##   -2.028800e-06  7.033090e-07 -1.436682e-07  1.516529e-02 -2.316333e-02
##   -4.398974e-06  1.524728e-06 -3.114889e-07 -2.379929e-06 -2.520205e-06
##   -3.393472e-06  1.176331e-06 -2.403011e-07 -1.835820e-06 -1.944159e-06
##   -1.788661e-06  6.200585e-07 -1.266626e-07 -9.676144e-07 -1.024747e-06
##   -1.274582e-05  4.418350e-06 -9.025731e-07 -6.895241e-06 -7.302233e-06
##   -1.706823e-05  5.916795e-06 -1.208664e-06 -9.233509e-06 -9.778603e-06
##   -2.649539e-06  9.184956e-07 -1.876254e-07 -1.433320e-06 -1.517956e-06
##   -8.283524e-06  2.871413e-06 -5.865761e-07 -4.481298e-06 -4.745722e-06
##    2.472395e-06 -8.572039e-07  1.750919e-07  1.337380e-06  1.416480e-06
##   -3.351591e-06  1.161867e-06 -2.373404e-07 -1.813113e-06 -1.920171e-06
##   -1.846303e-07  6.377788e-08 -1.305337e-08 -1.000923e-07 -1.057525e-07
##   -4.626100e-06  1.603631e-06 -3.275882e-07 -2.502640e-06 -2.650347e-06
##   -2.382183e-06  8.258015e-07 -1.686916e-07 -1.288700e-06 -1.364783e-06
##   -3.610427e-07  1.250033e-07 -2.555241e-08 -1.954604e-07 -2.068291e-07
##    1.010118e-05 -3.501832e-06  7.153207e-07  5.464306e-06  5.787113e-06
##   -6.044776e-06  2.095495e-06 -4.280567e-07 -3.270043e-06 -3.463132e-06
##   -1.377052e-05  4.773519e-06 -9.751315e-07 -7.449627e-06 -7.889292e-06
##   -4.420101e-06  1.532198e-06 -3.129987e-07 -2.391221e-06 -2.532326e-06
##   -3.886486e-06  1.347298e-06 -2.752188e-07 -2.102472e-06 -2.226619e-06
##   -1.817361e-05  6.299911e-06 -1.286934e-06 -9.831555e-06 -1.041188e-05
##   -8.148855e-06  2.824827e-06 -5.770488e-07 -4.408354e-06 -4.668579e-06
##   -2.757282e-06  9.558419e-07 -1.952547e-07 -1.491610e-06 -1.579683e-06
##   -9.227813e-06  3.198769e-06 -6.534459e-07 -4.992125e-06 -5.286718e-06
##   -1.461199e-05  5.065403e-06 -1.034736e-06 -7.904671e-06 -8.371402e-06
##   -3.790432e-06  1.313994e-06 -2.684163e-07 -2.050515e-06 -2.171588e-06
##   -1.025771e-05  3.555900e-06 -7.263869e-07 -5.549167e-06 -5.876769e-06
##    5.780239e-06 -2.003905e-06  4.093344e-07  3.126827e-06  3.311588e-06
##   -5.460823e-07  1.893034e-07 -3.867020e-08 -2.954167e-07 -3.128575e-07
##   -2.499027e-05  8.662964e-06 -1.769649e-06 -1.351919e-05 -1.431723e-05
##   -1.103078e-05  3.823907e-06 -7.811327e-07 -5.967363e-06 -6.319673e-06
##   -3.745923e-06  1.298568e-06 -2.652648e-07 -2.026434e-06 -2.146089e-06
##   -3.630201e-06  1.258357e-06 -2.570612e-07 -1.963920e-06 -2.079780e-06
##    7.761653e-06 -2.690769e-06  5.496452e-07  4.198730e-06  4.446764e-06
##   -2.122984e-06  7.359535e-07 -1.503372e-07 -1.148475e-06 -1.216285e-06
## d -1.104653e+01 -8.236238e+00 -1.471557e+00 -7.779244e+00 -6.765466e+00
##           [,16]         [,17]         [,18]         [,19]         [,20]
##   -7.286064e-04 -1.372639e-03 -9.451839e-04 -4.721447e-04 -9.318001e-04
##   -6.974222e-07 -1.512275e-06 -1.166563e-06 -6.148727e-07 -4.381565e-06
##   -2.315271e-07 -5.021113e-07 -3.872888e-07 -2.041237e-07 -1.454619e-06
##   -2.093721e-07 -4.539456e-07 -3.501990e-07 -1.845893e-07 -1.315350e-06
##    3.311369e-11  7.177559e-11  5.538165e-11  2.919386e-11  2.080197e-10
##    2.641349e-07  5.726106e-07  4.417791e-07  2.328691e-07  1.659346e-06
##   -2.222475e-08 -4.818708e-08 -3.717371e-08 -1.959408e-08 -1.396244e-07
##   -1.650862e-06 -3.579672e-06 -2.761356e-06 -1.455460e-06 -1.037155e-05
##   -3.747477e-07 -8.126133e-07 -6.268370e-07 -3.303914e-07 -2.354370e-06
##   -3.219940e-07 -6.981262e-07 -5.385726e-07 -2.838805e-07 -2.022882e-06
##   -2.028800e-06 -4.398974e-06 -3.393472e-06 -1.788661e-06 -1.274582e-05
##    7.033090e-07  1.524728e-06  1.176331e-06  6.200585e-07  4.418350e-06
##   -1.436682e-07 -3.114889e-07 -2.403011e-07 -1.266626e-07 -9.025731e-07
##    1.516529e-02 -2.379929e-06 -1.835820e-06 -9.676144e-07 -6.895241e-06
##   -2.316333e-02 -2.520205e-06 -1.944159e-06 -1.024747e-06 -7.302233e-06
##    1.444668e+00 -3.479053e-07 -2.683950e-07 -1.414708e-07 -1.008094e-06
##   -3.479053e-07  4.069707e+00  5.874321e-01 -1.226942e-02 -2.185936e-06
##   -2.683950e-07  5.874321e-01  2.948670e+00 -7.592873e-02 -1.686219e-06
##   -1.414708e-07 -1.226942e-02 -7.592873e-02  1.308949e+00 -8.887724e-07
##   -1.008094e-06 -2.185936e-06 -1.686219e-06 -8.887724e-07  5.984087e+00
##   -1.349971e-06 -2.927113e-06 -2.258033e-06 -1.190181e-06  9.910874e-01
##   -2.095609e-07 -4.543517e-07 -3.505140e-07 -1.847557e-07  2.707388e-02
##   -6.551534e-07 -1.420769e-06 -1.095899e-06 -5.776090e-07 -4.116106e-06
##    1.955623e-07  4.237817e-07  3.270445e-07  1.724111e-07  1.228450e-06
##   -2.650882e-07 -5.747478e-07 -4.433912e-07 -2.337105e-07 -1.665380e-06
##   -1.457929e-08 -3.203214e-08 -2.449188e-08 -1.285934e-08 -9.186191e-08
##   -3.658869e-07 -7.934039e-07 -6.120169e-07 -3.225795e-07 -2.298705e-06
##   -1.884136e-07 -4.085242e-07 -3.151484e-07 -1.661119e-07 -1.183693e-06
##   -2.853966e-08 -6.216941e-08 -4.780933e-08 -2.516548e-08 -1.794825e-07
##    7.989498e-07  1.731964e-06  1.336270e-06  7.043769e-07  5.019119e-06
##   -4.781013e-07 -1.036582e-06 -7.996789e-07 -4.215098e-07 -3.003600e-06
##   -1.089135e-06 -2.361747e-06 -1.821796e-06 -9.602224e-07 -6.842565e-06
##   -3.495917e-07 -7.581125e-07 -5.847710e-07 -3.082136e-07 -2.196357e-06
##   -3.073950e-07 -6.664690e-07 -5.141530e-07 -2.710095e-07 -1.931163e-06
##   -1.437391e-06 -3.116790e-06 -2.404288e-06 -1.267256e-06 -9.030417e-06
##   -6.445123e-07 -1.397514e-06 -1.078054e-06 -5.682250e-07 -4.049137e-06
##   -2.180822e-07 -4.728349e-07 -3.647689e-07 -1.922685e-07 -1.370073e-06
##   -7.298410e-07 -1.582690e-06 -1.220819e-06 -6.434559e-07 -4.585312e-06
##   -1.155709e-06 -2.505756e-06 -1.933064e-06 -1.018911e-06 -7.260592e-06
##   -2.997972e-07 -6.500069e-07 -5.014475e-07 -2.643112e-07 -1.883438e-06
##   -8.113097e-07 -1.759127e-06 -1.357035e-06 -7.152788e-07 -5.097002e-06
##    4.571903e-07  9.910278e-07  7.646484e-07  4.030710e-07  2.872092e-06
##   -4.319118e-08 -9.364861e-08 -7.224339e-08 -3.807883e-08 -2.713452e-07
##   -1.976540e-06 -4.285782e-06 -3.306090e-06 -1.742588e-06 -1.241758e-05
##   -8.724559e-07 -1.891674e-06 -1.459303e-06 -7.691869e-07 -5.481127e-06
##   -2.962773e-07 -6.423676e-07 -4.955581e-07 -2.612078e-07 -1.861319e-06
##   -2.871145e-07 -6.226780e-07 -4.802768e-07 -2.531320e-07 -1.803868e-06
##    6.139050e-07  1.330838e-06  1.026780e-06  5.412363e-07  3.856650e-06
##   -1.679133e-07 -3.640649e-07 -2.808563e-07 -1.480380e-07 -1.054896e-06
## d -1.470762e+00 -6.512202e+00 -6.010967e+00 -1.389196e+00 -7.280815e+00
##           [,21]         [,22]         [,23]         [,24]         [,25]
##   -1.174627e-03 -1.646938e-04  4.490878e-04 -2.944795e-04  2.446884e-04
##   -5.867431e-06 -9.108077e-07 -2.847611e-06  8.498714e-07 -1.152147e-06
##   -1.947882e-06 -3.023659e-07 -9.453920e-07  2.820995e-07 -3.824858e-07
##   -1.761425e-06 -2.734322e-07 -8.548379e-07  2.551652e-07 -3.458835e-07
##    2.785721e-10  4.324526e-11  1.351844e-10 -4.036596e-11  5.470365e-11
##    2.222104e-06  3.449504e-07  1.078376e-06 -3.219401e-07  4.363508e-07
##   -1.869750e-07 -2.902471e-08 -9.074137e-08  2.708519e-08 -3.671539e-08
##   -1.388873e-05 -2.155965e-06 -6.740540e-06  2.011735e-06 -2.727237e-06
##   -3.152772e-06 -4.894067e-07 -1.530128e-06  4.566543e-07 -6.190865e-07
##   -2.708903e-06 -4.205123e-07 -1.314659e-06  3.924186e-07 -5.319355e-07
##   -1.706823e-05 -2.649539e-06 -8.283524e-06  2.472395e-06 -3.351591e-06
##    5.916795e-06  9.184956e-07  2.871413e-06 -8.572039e-07  1.161867e-06
##   -1.208664e-06 -1.876254e-07 -5.865761e-07  1.750919e-07 -2.373404e-07
##   -9.233509e-06 -1.433320e-06 -4.481298e-06  1.337380e-06 -1.813113e-06
##   -9.778603e-06 -1.517956e-06 -4.745722e-06  1.416480e-06 -1.920171e-06
##   -1.349971e-06 -2.095609e-07 -6.551534e-07  1.955623e-07 -2.650882e-07
##   -2.927113e-06 -4.543517e-07 -1.420769e-06  4.237817e-07 -5.747478e-07
##   -2.258033e-06 -3.505140e-07 -1.095899e-06  3.270445e-07 -4.433912e-07
##   -1.190181e-06 -1.847557e-07 -5.776090e-07  1.724111e-07 -2.337105e-07
##    9.910874e-01  2.707388e-02 -4.116106e-06  1.228450e-06 -1.665380e-06
##    2.127088e+00 -5.601700e-02 -5.511900e-06  1.645129e-06 -2.230161e-06
##   -5.601700e-02  1.432856e+00 -8.556063e-07  2.553971e-07 -3.461954e-07
##   -5.511900e-06 -8.556063e-07  6.819839e+00  9.619907e-01 -4.341621e-03
##    1.645129e-06  2.553971e-07  9.619907e-01  3.516864e+00 -1.922341e-02
##   -2.230161e-06 -3.461954e-07 -4.341621e-03 -1.922341e-02  1.220359e+00
##   -1.228739e-07 -1.904010e-08 -5.984206e-08  1.755304e-08 -2.409171e-08
##   -3.078228e-06 -4.778349e-07 -1.493952e-06  4.458546e-07 -6.044486e-07
##   -1.585114e-06 -2.460612e-07 -7.692817e-07  2.296130e-07 -3.112603e-07
##   -2.402531e-07 -3.727180e-08 -1.167424e-07  3.463327e-08 -4.715224e-08
##    6.721346e-06  1.043399e-06  3.261808e-06 -9.738270e-07  1.319864e-06
##   -4.022215e-06 -6.243827e-07 -1.952021e-06  5.826719e-07 -7.898253e-07
##   -9.162970e-06 -1.422371e-06 -4.447064e-06  1.327163e-06 -1.799262e-06
##   -2.941158e-06 -4.565539e-07 -1.427450e-06  4.259756e-07 -5.775293e-07
##   -2.586081e-06 -4.014466e-07 -1.255050e-06  3.746290e-07 -5.078178e-07
##   -1.209280e-05 -1.877179e-06 -5.868929e-06  1.751598e-06 -2.374581e-06
##   -5.422282e-06 -8.417094e-07 -2.631553e-06  7.854125e-07 -1.064739e-06
##   -1.834705e-06 -2.848074e-07 -8.904037e-07  2.657782e-07 -3.602728e-07
##   -6.140233e-06 -9.531455e-07 -2.980068e-06  8.893164e-07 -1.205705e-06
##   -9.722873e-06 -1.509313e-06 -4.718625e-06  1.408466e-06 -1.909236e-06
##   -2.522167e-06 -3.915241e-07 -1.224037e-06  3.653638e-07 -4.952663e-07
##   -6.825518e-06 -1.059541e-06 -3.312545e-06  9.887046e-07 -1.340289e-06
##    3.846180e-06  5.970737e-07  1.866482e-06 -5.572973e-07  7.552768e-07
##   -3.633653e-07 -5.640609e-08 -1.763472e-07  5.263549e-08 -7.135208e-08
##   -1.662863e-05 -2.581289e-06 -8.070239e-06  2.408646e-06 -3.265259e-06
##   -7.339921e-06 -1.139395e-06 -3.562178e-06  1.063237e-06 -1.441302e-06
##   -2.492550e-06 -3.869272e-07 -1.209660e-06  3.610780e-07 -4.894513e-07
##   -2.415557e-06 -3.749611e-07 -1.172382e-06  3.498214e-07 -4.743172e-07
##    5.164622e-06  8.017374e-07  2.506351e-06 -7.482719e-07  1.014171e-06
##   -1.412641e-06 -2.192886e-07 -6.855728e-07  2.046352e-07 -2.773936e-07
## d -6.872036e+00 -1.462735e+00 -7.935378e+00 -7.187358e+00 -1.357094e+00
##           [,26]         [,27]         [,28]         [,29]         [,30]
##   -2.512154e-04 -9.773668e-04 -4.832837e-04 -1.840223e-04  8.689489e-04
##   -6.354766e-08 -1.590294e-06 -8.189055e-07 -1.241670e-07  3.472343e-06
##   -2.116768e-08 -5.279591e-07 -2.718604e-07 -4.126977e-08  1.152691e-06
##   -1.902624e-08 -4.774053e-07 -2.458397e-07 -3.724050e-08  1.042457e-06
##    2.990339e-12  7.549974e-11  3.888031e-11  5.876855e-12 -1.648831e-10
##    2.393615e-08  6.022553e-07  3.101373e-07  4.693502e-08 -1.315159e-06
##   -2.020563e-09 -5.067662e-08 -2.609582e-08 -3.953709e-09  1.106558e-07
##   -1.504013e-07 -3.764366e-06 -1.938423e-06 -2.938995e-07  8.219365e-06
##   -3.416422e-08 -8.545221e-07 -4.400256e-07 -6.673141e-08  1.865792e-06
##   -2.926222e-08 -7.342037e-07 -3.780777e-07 -5.727347e-08  1.603197e-06
##   -1.846303e-07 -4.626100e-06 -2.382183e-06 -3.610427e-07  1.010118e-05
##    6.377788e-08  1.603631e-06  8.258015e-07  1.250033e-07 -3.501832e-06
##   -1.305337e-08 -3.275882e-07 -1.686916e-07 -2.555241e-08  7.153207e-07
##   -1.000923e-07 -2.502640e-06 -1.288700e-06 -1.954604e-07  5.464306e-06
##   -1.057525e-07 -2.650347e-06 -1.364783e-06 -2.068291e-07  5.787113e-06
##   -1.457929e-08 -3.658869e-07 -1.884136e-07 -2.853966e-08  7.989498e-07
##   -3.203214e-08 -7.934039e-07 -4.085242e-07 -6.216941e-08  1.731964e-06
##   -2.449188e-08 -6.120169e-07 -3.151484e-07 -4.780933e-08  1.336270e-06
##   -1.285934e-08 -3.225795e-07 -1.661119e-07 -2.516548e-08  7.043769e-07
##   -9.186191e-08 -2.298705e-06 -1.183693e-06 -1.794825e-07  5.019119e-06
##   -1.228739e-07 -3.078228e-06 -1.585114e-06 -2.402531e-07  6.721346e-06
##   -1.904010e-08 -4.778349e-07 -2.460612e-07 -3.727180e-08  1.043399e-06
##   -5.984206e-08 -1.493952e-06 -7.692817e-07 -1.167424e-07  3.261808e-06
##    1.755304e-08  4.458546e-07  2.296130e-07  3.463327e-08 -9.738270e-07
##   -2.409171e-08 -6.044486e-07 -3.112603e-07 -4.715224e-08  1.319864e-06
##    4.974890e+00  6.223086e-01 -1.319364e-01 -2.879653e-09  7.234567e-08
##    6.223086e-01  2.687870e+00  7.424347e-02 -6.515663e-08  1.821674e-06
##   -1.319364e-01  7.424347e-02  6.850444e-01 -3.352570e-08  9.380942e-07
##   -2.879653e-09 -6.515663e-08 -3.352570e-08  5.995526e+00  9.898264e-01
##    7.234567e-08  1.821674e-06  9.380942e-07  9.898264e-01  4.245816e+00
##   -4.344292e-08 -1.090155e-06 -5.613750e-07 -1.298870e-02  3.559708e-02
##   -9.932773e-08 -2.483522e-06 -1.278855e-06 -1.939672e-07  5.422561e-06
##   -3.191811e-08 -7.971733e-07 -4.104901e-07 -6.228455e-08  1.740518e-06
##   -2.793092e-08 -7.009141e-07 -3.609357e-07 -5.467357e-08  1.530512e-06
##   -1.309550e-07 -3.277600e-06 -1.687768e-06 -2.558969e-07  7.156526e-06
##   -5.869490e-08 -1.469638e-06 -7.567776e-07 -1.147251e-07  3.208932e-06
##   -1.982216e-08 -4.972673e-07 -2.560672e-07 -3.879280e-08  1.085822e-06
##   -6.661773e-08 -1.664250e-06 -8.569774e-07 -1.300190e-07  3.633682e-06
##   -1.050527e-07 -2.635229e-06 -1.357007e-06 -2.055839e-07  5.754219e-06
##   -2.725119e-08 -6.835928e-07 -3.520151e-07 -5.332957e-08  1.492676e-06
##   -7.382666e-08 -1.849958e-06 -9.526259e-07 -1.443753e-07  4.039427e-06
##    4.133066e-08  1.042414e-06  5.368105e-07  8.117030e-08 -2.276463e-06
##   -3.929388e-09 -9.848479e-08 -5.071429e-08 -7.685409e-09  2.150449e-07
##   -1.799931e-07 -4.506970e-06 -2.320827e-06 -3.518247e-07  9.840911e-06
##   -7.935852e-08 -1.989375e-06 -1.024421e-06 -1.552341e-07  4.343886e-06
##   -2.692377e-08 -6.755647e-07 -3.478817e-07 -5.269826e-08  1.475155e-06
##   -2.626418e-08 -6.547211e-07 -3.371322e-07 -5.118817e-08  1.429432e-06
##    5.560331e-08  1.399760e-06  7.208229e-07  1.090666e-07 -3.056723e-06
##   -1.526574e-08 -3.828741e-07 -1.971602e-07 -2.987116e-08  8.360312e-07
## d -6.504897e+00 -6.032645e+00 -1.031147e+00 -7.063987e+00 -6.661183e+00
##           [,31]         [,32]         [,33]         [,34]         [,35]
##   -5.978837e-04 -7.331890e-03 -2.371939e-03 -2.015934e-03 -4.257224e-03
##   -2.077958e-06 -4.733837e-06 -1.519487e-06 -1.336022e-06 -6.247442e-06
##   -6.898321e-07 -1.571582e-06 -5.044594e-07 -4.435270e-07 -2.074060e-06
##   -6.238202e-07 -1.421092e-06 -4.561438e-07 -4.010849e-07 -1.875491e-06
##    9.866143e-11  2.247390e-10  7.213536e-11  6.343435e-11  2.966061e-10
##    7.869843e-07  1.792729e-06  5.754266e-07  5.059913e-07  2.365982e-06
##   -6.621824e-08 -1.508491e-07 -4.841981e-08 -4.257498e-08 -1.990833e-07
##   -4.918717e-06 -1.120541e-05 -3.596757e-06 -3.162486e-06 -1.478825e-05
##   -1.116555e-06 -2.543661e-06 -8.164769e-07 -7.178882e-07 -3.356970e-06
##   -9.593752e-07 -2.185504e-06 -7.015057e-07 -6.168298e-07 -2.884325e-06
##   -6.044776e-06 -1.377052e-05 -4.420101e-06 -3.886486e-06 -1.817361e-05
##    2.095495e-06  4.773519e-06  1.532198e-06  1.347298e-06  6.299911e-06
##   -4.280567e-07 -9.751315e-07 -3.129987e-07 -2.752188e-07 -1.286934e-06
##   -3.270043e-06 -7.449627e-06 -2.391221e-06 -2.102472e-06 -9.831555e-06
##   -3.463132e-06 -7.889292e-06 -2.532326e-06 -2.226619e-06 -1.041188e-05
##   -4.781013e-07 -1.089135e-06 -3.495917e-07 -3.073950e-07 -1.437391e-06
##   -1.036582e-06 -2.361747e-06 -7.581125e-07 -6.664690e-07 -3.116790e-06
##   -7.996789e-07 -1.821796e-06 -5.847710e-07 -5.141530e-07 -2.404288e-06
##   -4.215098e-07 -9.602224e-07 -3.082136e-07 -2.710095e-07 -1.267256e-06
##   -3.003600e-06 -6.842565e-06 -2.196357e-06 -1.931163e-06 -9.030417e-06
##   -4.022215e-06 -9.162970e-06 -2.941158e-06 -2.586081e-06 -1.209280e-05
##   -6.243827e-07 -1.422371e-06 -4.565539e-07 -4.014466e-07 -1.877179e-06
##   -1.952021e-06 -4.447064e-06 -1.427450e-06 -1.255050e-06 -5.868929e-06
##    5.826719e-07  1.327163e-06  4.259756e-07  3.746290e-07  1.751598e-06
##   -7.898253e-07 -1.799262e-06 -5.775293e-07 -5.078178e-07 -2.374581e-06
##   -4.344292e-08 -9.932773e-08 -3.191811e-08 -2.793092e-08 -1.309550e-07
##   -1.090155e-06 -2.483522e-06 -7.971733e-07 -7.009141e-07 -3.277600e-06
##   -5.613750e-07 -1.278855e-06 -4.104901e-07 -3.609357e-07 -1.687768e-06
##   -1.298870e-02 -1.939672e-07 -6.228455e-08 -5.467357e-08 -2.558969e-07
##    3.559708e-02  5.422561e-06  1.740518e-06  1.530512e-06  7.156526e-06
##    1.246655e+00 -3.245062e-06 -1.041604e-06 -9.158777e-07 -4.282682e-06
##   -3.245062e-06  5.222287e+00  8.921254e-01  4.123571e-02 -9.756447e-06
##   -1.041604e-06  8.921254e-01  2.139209e+00 -6.086902e-02 -3.131665e-06
##   -9.158777e-07  4.123571e-02 -6.086902e-02  1.340808e+00 -2.753548e-06
##   -4.282682e-06 -9.756447e-06 -3.131665e-06 -2.753548e-06  4.123833e+00
##   -1.920314e-06 -4.374676e-06 -1.404200e-06 -1.234665e-06  9.078531e-01
##   -6.497720e-07 -1.480215e-06 -4.751216e-07 -4.177706e-07  8.034020e-02
##   -2.174551e-06 -4.953988e-06 -1.590162e-06 -1.398126e-06 -6.537947e-06
##   -3.443413e-06 -7.844284e-06 -2.517870e-06 -2.213940e-06 -1.035251e-05
##   -8.932403e-07 -2.034851e-06 -6.531494e-07 -5.743084e-07 -2.685498e-06
##   -2.417283e-06 -5.506775e-06 -1.767580e-06 -1.554191e-06 -7.267552e-06
##    1.362188e-06  3.102940e-06  9.959667e-07  8.758184e-07  4.095185e-06
##   -1.286874e-07 -2.931598e-07 -9.409918e-08 -8.273947e-08 -3.868972e-07
##   -5.889070e-06 -1.341591e-05 -4.306288e-06 -3.786374e-06 -1.770557e-05
##   -2.599467e-06 -5.921776e-06 -1.900785e-06 -1.671326e-06 -7.815259e-06
##   -8.827527e-07 -2.010953e-06 -6.454780e-07 -5.675654e-07 -2.653962e-06
##   -8.554542e-07 -1.948917e-06 -6.255807e-07 -5.500136e-07 -2.572034e-06
##    1.829117e-06  4.166654e-06  1.337402e-06  1.176030e-06  5.499015e-06
##   -5.002947e-07 -1.139701e-06 -3.658233e-07 -3.216642e-07 -1.504122e-06
## d -1.353690e+00 -6.917808e+00 -6.283738e+00 -1.413615e+00 -5.855112e+00
##           [,36]         [,37]         [,38]         [,39]         [,40]
##   -1.896444e-03 -6.218538e-04 -4.461914e-03 -6.839171e-03 -1.774093e-03
##   -2.801283e-06 -9.478472e-07 -3.172219e-06 -5.023041e-06 -1.303004e-06
##   -9.299811e-07 -3.146635e-07 -1.053152e-06 -1.667535e-06 -4.325678e-07
##   -8.409521e-07 -2.845508e-07 -9.522892e-07 -1.507953e-06 -3.911714e-07
##    1.329964e-10  4.500339e-11  1.505974e-10  2.384914e-10  6.186599e-11
##    1.060887e-06  3.589759e-07  1.201318e-06  1.902362e-06  4.934832e-07
##   -8.926699e-08 -3.020496e-08 -1.010858e-07 -1.600687e-07 -4.152270e-08
##   -6.630886e-06 -2.243641e-06 -7.508917e-06 -1.188999e-05 -3.084330e-06
##   -1.505227e-06 -5.093096e-07 -1.704550e-06 -2.699046e-06 -7.001473e-07
##   -1.293304e-06 -4.376117e-07 -1.464530e-06 -2.319087e-06 -6.015839e-07
##   -8.148855e-06 -2.757282e-06 -9.227813e-06 -1.461199e-05 -3.790432e-06
##    2.824827e-06  9.558419e-07  3.198769e-06  5.065403e-06  1.313994e-06
##   -5.770488e-07 -1.952547e-07 -6.534459e-07 -1.034736e-06 -2.684163e-07
##   -4.408354e-06 -1.491610e-06 -4.992125e-06 -7.904671e-06 -2.050515e-06
##   -4.668579e-06 -1.579683e-06 -5.286718e-06 -8.371402e-06 -2.171588e-06
##   -6.445123e-07 -2.180822e-07 -7.298410e-07 -1.155709e-06 -2.997972e-07
##   -1.397514e-06 -4.728349e-07 -1.582690e-06 -2.505756e-06 -6.500069e-07
##   -1.078054e-06 -3.647689e-07 -1.220819e-06 -1.933064e-06 -5.014475e-07
##   -5.682250e-07 -1.922685e-07 -6.434559e-07 -1.018911e-06 -2.643112e-07
##   -4.049137e-06 -1.370073e-06 -4.585312e-06 -7.260592e-06 -1.883438e-06
##   -5.422282e-06 -1.834705e-06 -6.140233e-06 -9.722873e-06 -2.522167e-06
##   -8.417094e-07 -2.848074e-07 -9.531455e-07 -1.509313e-06 -3.915241e-07
##   -2.631553e-06 -8.904037e-07 -2.980068e-06 -4.718625e-06 -1.224037e-06
##    7.854125e-07  2.657782e-07  8.893164e-07  1.408466e-06  3.653638e-07
##   -1.064739e-06 -3.602728e-07 -1.205705e-06 -1.909236e-06 -4.952663e-07
##   -5.869490e-08 -1.982216e-08 -6.661773e-08 -1.050527e-07 -2.725119e-08
##   -1.469638e-06 -4.972673e-07 -1.664250e-06 -2.635229e-06 -6.835928e-07
##   -7.567776e-07 -2.560672e-07 -8.569774e-07 -1.357007e-06 -3.520151e-07
##   -1.147251e-07 -3.879280e-08 -1.300190e-07 -2.055839e-07 -5.332957e-08
##    3.208932e-06  1.085822e-06  3.633682e-06  5.754219e-06  1.492676e-06
##   -1.920314e-06 -6.497720e-07 -2.174551e-06 -3.443413e-06 -8.932403e-07
##   -4.374676e-06 -1.480215e-06 -4.953988e-06 -7.844284e-06 -2.034851e-06
##   -1.404200e-06 -4.751216e-07 -1.590162e-06 -2.517870e-06 -6.531494e-07
##   -1.234665e-06 -4.177706e-07 -1.398126e-06 -2.213940e-06 -5.743084e-07
##    9.078531e-01  8.034020e-02 -6.537947e-06 -1.035251e-05 -2.685498e-06
##    1.540216e+00 -1.160402e-02 -2.931536e-06 -4.641964e-06 -1.204151e-06
##   -1.160402e-02  1.188750e+00 -9.919089e-07 -1.570687e-06 -4.074448e-07
##   -2.931536e-06 -9.919089e-07  1.357720e+00  3.987181e-01  8.303502e-02
##   -4.641964e-06 -1.570687e-06  3.987181e-01  2.297367e+00 -5.278121e-02
##   -1.204151e-06 -4.074448e-07  8.303502e-02 -5.278121e-02  9.544901e-01
##   -3.258694e-06 -1.102627e-06 -3.690163e-06 -5.843281e-06 -1.515779e-06
##    1.836254e-06  6.213484e-07  2.079284e-06  3.292781e-06  8.541656e-07
##   -1.734807e-07 -5.869982e-08 -1.964502e-07 -3.110749e-07 -8.069455e-08
##   -7.938987e-06 -2.686260e-06 -8.990201e-06 -1.423562e-05 -3.692797e-06
##   -3.504282e-06 -1.185728e-06 -3.968257e-06 -6.283669e-06 -1.630018e-06
##   -1.190011e-06 -4.026609e-07 -1.347561e-06 -2.133868e-06 -5.535372e-07
##   -1.153265e-06 -3.902114e-07 -1.306014e-06 -2.067896e-06 -5.364236e-07
##    2.465716e-06  8.343350e-07  2.792095e-06  4.421486e-06  1.146958e-06
##   -6.744336e-07 -2.282057e-07 -7.637272e-07 -1.209357e-06 -3.137140e-07
## d -5.673549e+00 -1.337945e+00 -3.623637e+00 -5.200438e+00 -1.202974e+00
##           [,41]         [,42]         [,43]         [,44]         [,45]
##    1.738361e-03 -1.120601e-03  9.299704e-05 -1.114219e-02 -4.870861e-03
##   -3.526219e-06  1.986980e-06 -1.877227e-07 -8.590755e-06 -3.791966e-06
##   -1.170638e-06  6.595929e-07 -6.232024e-08 -2.851992e-06 -1.258856e-06
##   -1.058587e-06  5.965340e-07 -5.635531e-08 -2.578967e-06 -1.138369e-06
##    1.674179e-10 -9.435556e-11  8.912760e-12  4.078634e-10  1.800372e-10
##    1.335450e-06 -7.525953e-07  7.109463e-08  3.253449e-06  1.436104e-06
##   -1.123688e-07  6.332135e-08 -5.982102e-09 -2.737571e-07 -1.208376e-07
##   -8.346878e-06  4.703374e-06 -4.443565e-07 -2.033508e-05 -8.975927e-06
##   -1.894758e-06  1.067660e-06 -1.008698e-07 -4.616111e-06 -2.037551e-06
##   -1.628005e-06  9.174108e-07 -8.666904e-08 -3.966203e-06 -1.750702e-06
##   -1.025771e-05  5.780239e-06 -5.460823e-07 -2.499027e-05 -1.103078e-05
##    3.555900e-06 -2.003905e-06  1.893034e-07  8.662964e-06  3.823907e-06
##   -7.263869e-07  4.093344e-07 -3.867020e-08 -1.769649e-06 -7.811327e-07
##   -5.549167e-06  3.126827e-06 -2.954167e-07 -1.351919e-05 -5.967363e-06
##   -5.876769e-06  3.311588e-06 -3.128575e-07 -1.431723e-05 -6.319673e-06
##   -8.113097e-07  4.571903e-07 -4.319118e-08 -1.976540e-06 -8.724559e-07
##   -1.759127e-06  9.910278e-07 -9.364861e-08 -4.285782e-06 -1.891674e-06
##   -1.357035e-06  7.646484e-07 -7.224339e-08 -3.306090e-06 -1.459303e-06
##   -7.152788e-07  4.030710e-07 -3.807883e-08 -1.742588e-06 -7.691869e-07
##   -5.097002e-06  2.872092e-06 -2.713452e-07 -1.241758e-05 -5.481127e-06
##   -6.825518e-06  3.846180e-06 -3.633653e-07 -1.662863e-05 -7.339921e-06
##   -1.059541e-06  5.970737e-07 -5.640609e-08 -2.581289e-06 -1.139395e-06
##   -3.312545e-06  1.866482e-06 -1.763472e-07 -8.070239e-06 -3.562178e-06
##    9.887046e-07 -5.572973e-07  5.263549e-08  2.408646e-06  1.063237e-06
##   -1.340289e-06  7.552768e-07 -7.135208e-08 -3.265259e-06 -1.441302e-06
##   -7.382666e-08  4.133066e-08 -3.929388e-09 -1.799931e-07 -7.935852e-08
##   -1.849958e-06  1.042414e-06 -9.848479e-08 -4.506970e-06 -1.989375e-06
##   -9.526259e-07  5.368105e-07 -5.071429e-08 -2.320827e-06 -1.024421e-06
##   -1.443753e-07  8.117030e-08 -7.685409e-09 -3.518247e-07 -1.552341e-07
##    4.039427e-06 -2.276463e-06  2.150449e-07  9.840911e-06  4.343886e-06
##   -2.417283e-06  1.362188e-06 -1.286874e-07 -5.889070e-06 -2.599467e-06
##   -5.506775e-06  3.102940e-06 -2.931598e-07 -1.341591e-05 -5.921776e-06
##   -1.767580e-06  9.959667e-07 -9.409918e-08 -4.306288e-06 -1.900785e-06
##   -1.554191e-06  8.758184e-07 -8.273947e-08 -3.786374e-06 -1.671326e-06
##   -7.267552e-06  4.095185e-06 -3.868972e-07 -1.770557e-05 -7.815259e-06
##   -3.258694e-06  1.836254e-06 -1.734807e-07 -7.938987e-06 -3.504282e-06
##   -1.102627e-06  6.213484e-07 -5.869982e-08 -2.686260e-06 -1.185728e-06
##   -3.690163e-06  2.079284e-06 -1.964502e-07 -8.990201e-06 -3.968257e-06
##   -5.843281e-06  3.292781e-06 -3.110749e-07 -1.423562e-05 -6.283669e-06
##   -1.515779e-06  8.541656e-07 -8.069455e-08 -3.692797e-06 -1.630018e-06
##    3.897885e+00  5.519227e-01  1.065674e-02 -9.993510e-06 -4.411165e-06
##    5.519227e-01  3.093832e+00  3.951772e-03  5.631285e-06  2.485726e-06
##    1.065674e-02  3.951772e-03  1.366374e+00 -5.320172e-07 -2.348342e-07
##   -9.993510e-06  5.631285e-06 -5.320172e-07  4.343341e+00  1.076219e+00
##   -4.411165e-06  2.485726e-06 -2.348342e-07  1.076219e+00  2.554368e+00
##   -1.497981e-06  8.441407e-07 -7.974703e-08  9.277952e-02 -9.071589e-02
##   -1.451701e-06  8.179476e-07 -7.728291e-08 -3.536742e-06 -1.561098e-06
##    3.103859e-06 -1.749205e-06  1.652385e-07  7.561670e-06  3.337801e-06
##   -8.489732e-07  4.784081e-07 -4.519622e-08 -2.068301e-06 -9.129571e-07
## d -4.959085e+00 -4.434936e+00 -1.431396e+00 -6.776285e+00 -6.105628e+00
##           [,46]         [,47]         [,48]         [,49]         [,50]
##   -1.640841e-03 -1.054429e-03  1.967413e-03 -5.677971e-04 -7.456640e+00
##   -1.287703e-06 -1.247955e-06  2.668119e-06 -7.298006e-07 -3.469301e+00
##   -4.274867e-07 -4.143212e-07  8.857204e-07 -2.422776e-07 -2.843297e+00
##   -3.865787e-07 -3.746246e-07  8.010136e-07 -2.190911e-07 -1.411928e+00
##    6.113995e-11  5.924150e-11 -1.266939e-10  3.465039e-11 -5.973646e-05
##    4.876904e-07  4.725819e-07 -1.010553e-06  2.763945e-07 -4.765268e+00
##   -4.103516e-08 -3.976664e-08  8.502684e-08 -2.325645e-08 -1.473562e+00
##   -3.048110e-06 -2.954014e-06  6.315691e-06 -1.727504e-06 -7.399601e+00
##   -6.919249e-07 -6.705746e-07  1.433660e-06 -3.921461e-07 -6.401512e+00
##   -5.945206e-07 -5.761372e-07  1.231881e-06 -3.369410e-07 -1.332630e+00
##   -3.745923e-06 -3.630201e-06  7.761653e-06 -2.122984e-06 -1.104653e+01
##    1.298568e-06  1.258357e-06 -2.690769e-06  7.359535e-07 -8.236238e+00
##   -2.652648e-07 -2.570612e-07  5.496452e-07 -1.503372e-07 -1.471557e+00
##   -2.026434e-06 -1.963920e-06  4.198730e-06 -1.148475e-06 -7.779244e+00
##   -2.146089e-06 -2.079780e-06  4.446764e-06 -1.216285e-06 -6.765466e+00
##   -2.962773e-07 -2.871145e-07  6.139050e-07 -1.679133e-07 -1.470762e+00
##   -6.423676e-07 -6.226780e-07  1.330838e-06 -3.640649e-07 -6.512202e+00
##   -4.955581e-07 -4.802768e-07  1.026780e-06 -2.808563e-07 -6.010967e+00
##   -2.612078e-07 -2.531320e-07  5.412363e-07 -1.480380e-07 -1.389196e+00
##   -1.861319e-06 -1.803868e-06  3.856650e-06 -1.054896e-06 -7.280815e+00
##   -2.492550e-06 -2.415557e-06  5.164622e-06 -1.412641e-06 -6.872036e+00
##   -3.869272e-07 -3.749611e-07  8.017374e-07 -2.192886e-07 -1.462735e+00
##   -1.209660e-06 -1.172382e-06  2.506351e-06 -6.855728e-07 -7.935378e+00
##    3.610780e-07  3.498214e-07 -7.482719e-07  2.046352e-07 -7.187358e+00
##   -4.894513e-07 -4.743172e-07  1.014171e-06 -2.773936e-07 -1.357094e+00
##   -2.692377e-08 -2.626418e-08  5.560331e-08 -1.526574e-08 -6.504897e+00
##   -6.755647e-07 -6.547211e-07  1.399760e-06 -3.828741e-07 -6.032645e+00
##   -3.478817e-07 -3.371322e-07  7.208229e-07 -1.971602e-07 -1.031147e+00
##   -5.269826e-08 -5.118817e-08  1.090666e-07 -2.987116e-08 -7.063987e+00
##    1.475155e-06  1.429432e-06 -3.056723e-06  8.360312e-07 -6.661183e+00
##   -8.827527e-07 -8.554542e-07  1.829117e-06 -5.002947e-07 -1.353690e+00
##   -2.010953e-06 -1.948917e-06  4.166654e-06 -1.139701e-06 -6.917808e+00
##   -6.454780e-07 -6.255807e-07  1.337402e-06 -3.658233e-07 -6.283738e+00
##   -5.675654e-07 -5.500136e-07  1.176030e-06 -3.216642e-07 -1.413615e+00
##   -2.653962e-06 -2.572034e-06  5.499015e-06 -1.504122e-06 -5.855112e+00
##   -1.190011e-06 -1.153265e-06  2.465716e-06 -6.744336e-07 -5.673549e+00
##   -4.026609e-07 -3.902114e-07  8.343350e-07 -2.282057e-07 -1.337945e+00
##   -1.347561e-06 -1.306014e-06  2.792095e-06 -7.637272e-07 -3.623637e+00
##   -2.133868e-06 -2.067896e-06  4.421486e-06 -1.209357e-06 -5.200438e+00
##   -5.535372e-07 -5.364236e-07  1.146958e-06 -3.137140e-07 -1.202974e+00
##   -1.497981e-06 -1.451701e-06  3.103859e-06 -8.489732e-07 -4.959085e+00
##    8.441407e-07  8.179476e-07 -1.749205e-06  4.784081e-07 -4.434936e+00
##   -7.974703e-08 -7.728291e-08  1.652385e-07 -4.519622e-08 -1.431396e+00
##    9.277952e-02 -3.536742e-06  7.561670e-06 -2.068301e-06 -6.776285e+00
##   -9.071589e-02 -1.561098e-06  3.337801e-06 -9.129571e-07 -6.105628e+00
##    1.266780e+00 -5.301223e-07  1.133495e-06 -3.100305e-07 -1.367955e+00
##   -5.301223e-07  3.645039e+00  4.845295e-01  1.439305e-02 -4.330011e+00
##    1.133495e-06  4.845295e-01  9.841955e-01  4.840996e-02 -3.670402e+00
##   -3.100305e-07  1.439305e-02  4.840996e-02  1.194278e+00 -1.334199e+00
## d -1.367955e+00 -4.330011e+00 -3.670402e+00 -1.334199e+00  1.815500e+03
## 
## Model rank =  1025 / 1025 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                k'  edf k-index p-value    
## s(bb.sp)                     16.0 14.9      NA      NA    
## te(yday,elev.mean):bb.spbss  63.0 15.4    0.56  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.0 12.5    0.56  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.0 30.3    0.56  <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.0 41.5    0.56  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.0 32.0    0.56  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.0 27.8    0.56  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.0 31.2    0.56  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.0 33.0    0.56  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.0 27.1    0.56  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.0 30.2    0.56  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.0 29.2    0.56  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.0 25.7    0.56  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.0 20.1    0.56  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.0 21.7    0.56  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.0 28.5    0.56  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.0 18.7    0.56  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#weighted_fl_abundance.2011.sum <- summary(weighted_fl_abundance.2011)
#print(plot(weighted_fl_abundance.2011, allTerms = TRUE), pages = 4)
#weighted_fl_abundance.2011.ck <- check2D(weighted_fl_abundance.2011, x1 = "yday", x2 = "elev.mean")

weighted_fl_abundance.2011.sqrt <- bam(log(fl.abund.wt.sqrt + 0.01) ~
                                      s(bb.sp, bs = "re") +
                                      #s(management, bs = "re") +
                                      #s(site, bs = "re") +
                                      te(yday, elev.mean, 
                                                by = bb.sp,
                                                #id = 0,
                                                bs= c("gp", "tp"), 
                                                k=c(8, 8), 
                                                m=2),
                                    data = filter(fl_abund_wt, year == 2011),
                                    discrete = TRUE,
                                    family = "gaussian",
                                    select = TRUE,
                                    method = "fREML") %>% getViz(nsim = 500)

check.gamViz(weighted_fl_abundance.2011.sqrt)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1]  8.645171e-07 -1.062226e-10 -1.592202e-10 -6.073919e-11 -7.405492e-05
##  [6] -5.711185e-06  4.823684e-07 -3.620464e-10 -9.590995e-11 -6.586265e-11
## [11] -3.583303e-10  1.374305e-10 -3.540390e-11 -2.896137e-10 -2.173755e-10
## [16] -3.223066e-11  8.590106e-11 -6.964562e-11 -2.228706e-11 -1.731379e-10
## [21] -2.429665e-10 -3.572853e-11 -9.878676e-11  4.922640e-11 -5.198264e-11
## [26]  6.121770e-11 -1.063416e-11 -9.107382e-12 -7.631495e-11  1.424150e-10
## [31] -8.221268e-11 -1.666649e-10 -8.937207e-11 -5.741807e-11 -3.055005e-10
## [36] -1.558655e-10 -5.131784e-11 -1.466018e-10 -2.064411e-10 -6.332357e-11
## [41] -1.547695e-10  8.919265e-11 -1.190781e-11 -4.013891e-10 -1.540608e-10
## [46] -6.387646e-11 -1.237064e-10  4.554623e-11 -6.063905e-11  5.583085e-05
## 
## $hess
##            [,1]          [,2]          [,3]          [,4]          [,5]
##    7.434914e+00 -5.650261e-03 -8.289327e-03 -3.147469e-03 -8.634647e-07
##   -5.650261e-03  2.217089e+00  5.755984e-01 -3.507064e-03  1.061233e-10
##   -8.289327e-03  5.755984e-01  9.117748e-01 -9.181024e-02  1.589963e-10
##   -3.147469e-03 -3.507064e-03 -9.181024e-02  1.349950e+00  6.066558e-11
##   -8.634647e-07  1.061233e-10  1.589963e-10  6.066558e-11  7.392777e-05
##   -2.071580e-02  2.561626e-06  3.837686e-06  1.464265e-06  5.737358e-06
##    2.615520e-04 -3.245860e-08 -4.862622e-08 -1.855315e-08 -4.683028e-07
##   -9.863280e-03 -5.099598e-06 -7.639576e-06 -2.914841e-06  3.615839e-10
##   -2.619518e-03 -1.350993e-06 -2.023877e-06 -7.721990e-07  9.579033e-11
##   -1.766425e-03 -9.276411e-07 -1.389719e-06 -5.302439e-07  6.577801e-11
##    3.668047e-02 -5.047564e-06 -7.561655e-06 -2.885113e-06  3.578972e-10
##   -1.418756e-02  1.935639e-06  2.899931e-06  1.106471e-06 -1.372645e-10
##    3.637621e-03 -4.986469e-07 -7.470347e-07 -2.850294e-07  3.535861e-11
##   -4.643035e-03 -4.079500e-06 -6.111366e-06 -2.331757e-06  2.892518e-10
##   -3.435947e-03 -3.062140e-06 -4.587370e-06 -1.750292e-06  2.171246e-10
##   -4.999237e-04 -4.537719e-07 -6.798069e-07 -2.593788e-07  3.217662e-11
##    5.449887e-04  1.209233e-06  1.811873e-06  6.913415e-07 -8.577363e-11
##   -6.293539e-04 -9.813010e-07 -1.470053e-06 -5.608901e-07  6.957766e-11
##   -1.914905e-04 -3.139325e-07 -4.703068e-07 -1.794442e-07  2.226039e-11
##   -6.148465e-05 -2.438843e-06 -3.653533e-06 -1.393984e-06  1.729213e-10
##   -4.067591e-05 -3.422447e-06 -5.127102e-06 -1.956221e-06  2.426686e-10
##    8.051600e-06 -5.033226e-07 -7.540401e-07 -2.877023e-07  3.569021e-11
##    9.570512e-04 -1.391769e-06 -2.084840e-06 -7.954481e-07  9.866975e-11
##   -6.302826e-04  6.932121e-07  1.038658e-06  3.963100e-07 -4.916855e-11
##    5.682016e-04 -7.322114e-07 -1.096939e-06 -4.185340e-07  5.192003e-11
##    4.905162e-04  8.619134e-07  1.291524e-06  4.928016e-07 -6.114347e-11
##   -1.625789e-04 -1.502162e-07 -2.249682e-07 -8.582961e-08  1.064459e-11
##   -1.052537e-04 -1.283167e-07 -1.922238e-07 -7.334165e-08  9.097825e-12
##    6.095491e-04 -1.075080e-06 -1.610426e-06 -6.144387e-07  7.621602e-11
##   -1.450994e-03  2.005752e-06  3.005028e-06  1.146576e-06 -1.422417e-10
##    7.766596e-04 -1.158003e-06 -1.734829e-06 -6.619198e-07  8.211276e-11
##   -5.794440e-03 -2.347677e-06 -3.516862e-06 -1.341829e-06  1.664479e-10
##   -3.078948e-03 -1.258785e-06 -1.885727e-06 -7.194870e-07  8.925084e-11
##   -1.941843e-03 -8.087447e-07 -1.211600e-06 -4.622831e-07  5.734740e-11
##   -7.756350e-03 -4.303856e-06 -6.447475e-06 -2.459999e-06  3.051603e-10
##   -3.921708e-03 -2.194976e-06 -3.288280e-06 -1.254630e-06  1.556376e-10
##   -1.280415e-03 -7.228444e-07 -1.082906e-06 -4.131800e-07  5.125587e-11
##   -4.199548e-03 -2.064420e-06 -3.092528e-06 -1.179927e-06  1.463643e-10
##   -5.735010e-03 -2.907683e-06 -4.356030e-06 -1.662030e-06  2.061775e-10
##   -1.753124e-03 -8.919162e-07 -1.336198e-06 -5.098232e-07  6.324476e-11
##    1.930106e-03 -2.180197e-06 -3.266130e-06 -1.246178e-06  1.545887e-10
##   -1.225868e-03  1.256009e-06  1.881794e-06  7.180059e-07 -8.907557e-11
##    1.501932e-04 -1.677120e-07 -2.512502e-07 -9.586368e-08  1.189202e-11
##   -1.126933e-02 -5.653781e-06 -8.469813e-06 -3.231615e-06  4.008807e-10
##   -4.304803e-03 -2.170202e-06 -3.251168e-06 -1.240470e-06  1.538811e-10
##   -1.769743e-03 -8.997316e-07 -1.347907e-06 -5.142905e-07  6.379894e-11
##   -2.923025e-03 -1.742706e-06 -2.610670e-06 -9.960849e-07  1.235624e-10
##    9.761729e-04  6.414449e-07  9.610777e-07  3.667069e-07 -4.549519e-11
##   -1.398848e-03 -8.541767e-07 -1.279658e-06 -4.882500e-07  6.056848e-11
## d -7.465728e+00 -4.596070e+00 -5.079330e+00 -1.418552e+00 -5.575566e-05
##            [,6]          [,7]          [,8]          [,9]         [,10]
##   -2.071580e-02  2.615520e-04 -9.863280e-03 -2.619518e-03 -1.766425e-03
##    2.561626e-06 -3.245860e-08 -5.099598e-06 -1.350993e-06 -9.276411e-07
##    3.837686e-06 -4.862622e-08 -7.639576e-06 -2.023877e-06 -1.389719e-06
##    1.464265e-06 -1.855315e-08 -2.914841e-06 -7.721990e-07 -5.302439e-07
##    5.737358e-06 -4.683028e-07  3.615839e-10  9.579033e-11  6.577801e-11
##    4.732606e-01  8.676508e-02  8.727610e-06  2.312115e-06  1.587664e-06
##    8.676508e-02  1.451862e+00 -1.105856e-07 -2.929635e-08 -2.011671e-08
##    8.727610e-06 -1.105856e-07  5.590029e+00  9.185361e-01  4.663241e-02
##    2.312115e-06 -2.929635e-08  9.185361e-01  2.811081e+00 -7.607515e-02
##    1.587664e-06 -2.011671e-08  4.663241e-02 -7.607515e-02  1.245029e+00
##    8.638604e-06 -1.094577e-07 -1.719674e-05 -4.555764e-06 -3.128254e-06
##   -3.313032e-06  4.197764e-08  6.594956e-06  1.747130e-06  1.199717e-06
##    8.534391e-07 -1.081361e-08 -1.698900e-06 -4.500722e-07 -3.090499e-07
##    6.981738e-06 -8.846422e-08 -1.389851e-05 -3.681998e-06 -2.528266e-06
##    5.240732e-06 -6.640386e-08 -1.043259e-05 -2.763804e-06 -1.897797e-06
##    7.766359e-07 -9.840462e-09 -1.546011e-06 -4.095688e-07 -2.812377e-07
##   -2.070081e-06  2.622768e-08  4.120430e-06  1.091573e-06  7.496010e-07
##    1.679414e-06 -2.127954e-08 -3.343204e-06 -8.856830e-07 -6.081590e-07
##    5.372939e-07 -6.807866e-09 -1.069569e-06 -2.833500e-07 -1.945667e-07
##    4.173856e-06 -5.288620e-08 -8.308895e-06 -2.201197e-06 -1.511461e-06
##    5.857318e-06 -7.421667e-08 -1.166007e-05 -3.088989e-06 -2.121081e-06
##    8.614425e-07 -1.091501e-08 -1.714831e-06 -4.542927e-07 -3.119481e-07
##    2.381704e-06 -3.017875e-08 -4.741405e-06 -1.256099e-06 -8.624853e-07
##   -1.186664e-06  1.503503e-08  2.362052e-06  6.257490e-07  4.297074e-07
##    1.253180e-06 -1.587860e-08 -2.494650e-06 -6.608824e-07 -4.538055e-07
##   -1.475606e-06  1.869542e-08  2.937065e-06  7.780764e-07  5.343296e-07
##    2.569780e-07 -3.256466e-09 -5.116502e-07 -1.355490e-07 -9.306343e-08
##    2.195986e-07 -2.782508e-09 -4.371579e-07 -1.158122e-07 -7.952252e-08
##    1.839727e-06 -2.331144e-08 -3.662486e-06 -9.702717e-07 -6.662213e-07
##   -3.433125e-06  4.349899e-08  6.833944e-06  1.810441e-06  1.243201e-06
##    1.981930e-06 -2.511230e-08 -3.945334e-06 -1.045197e-06 -7.177024e-07
##    4.017676e-06 -5.090779e-08 -7.998116e-06 -2.118868e-06 -1.454912e-06
##    2.154281e-06 -2.729657e-08 -4.288539e-06 -1.136122e-06 -7.801217e-07
##    1.384175e-06 -1.753836e-08 -2.755410e-06 -7.299625e-07 -5.012415e-07
##    7.365720e-06 -9.332953e-08 -1.466288e-05 -3.884497e-06 -2.667314e-06
##    3.756619e-06 -4.759907e-08 -7.478205e-06 -1.981127e-06 -1.360363e-06
##    1.237149e-06 -1.567547e-08 -2.462738e-06 -6.524281e-07 -4.480003e-07
##    3.532910e-06 -4.476540e-08 -7.033091e-06 -1.863213e-06 -1.279366e-06
##    4.976466e-06 -6.305516e-08 -9.906461e-06 -2.624419e-06 -1.802096e-06
##    1.526520e-06 -1.934197e-08 -3.038772e-06 -8.050308e-07 -5.527879e-07
##    3.731310e-06 -4.727843e-08 -7.427834e-06 -1.967783e-06 -1.351199e-06
##   -2.149890e-06  2.723973e-08  4.279504e-06  1.133720e-06  7.785139e-07
##    2.870359e-07 -3.636941e-09 -5.713923e-07 -1.513732e-07 -1.039425e-07
##    9.676103e-06 -1.226036e-07 -1.926207e-05 -5.102914e-06 -3.503958e-06
##    3.714222e-06 -4.706186e-08 -7.393804e-06 -1.958767e-06 -1.345010e-06
##    1.539896e-06 -1.951146e-08 -3.065399e-06 -8.120849e-07 -5.576317e-07
##    2.982469e-06 -3.779038e-08 -5.937211e-06 -1.572889e-06 -1.080030e-06
##   -1.098021e-06  1.391201e-08  2.185629e-06  5.790122e-07  3.976097e-07
##    1.461925e-06 -1.852353e-08 -2.910188e-06 -7.709666e-07 -5.293968e-07
## d -3.463515e+00 -1.474271e+00 -7.550704e+00 -6.494990e+00 -1.361327e+00
##           [,11]         [,12]         [,13]         [,14]         [,15]
##    3.668047e-02 -1.418756e-02  3.637621e-03 -4.643035e-03 -3.435947e-03
##   -5.047564e-06  1.935639e-06 -4.986469e-07 -4.079500e-06 -3.062140e-06
##   -7.561655e-06  2.899931e-06 -7.470347e-07 -6.111366e-06 -4.587370e-06
##   -2.885113e-06  1.106471e-06 -2.850294e-07 -2.331757e-06 -1.750292e-06
##    3.578972e-10 -1.372645e-10  3.535861e-11  2.892518e-10  2.171246e-10
##    8.638604e-06 -3.313032e-06  8.534391e-07  6.981738e-06  5.240732e-06
##   -1.094577e-07  4.197764e-08 -1.081361e-08 -8.846422e-08 -6.640386e-08
##   -1.719674e-05  6.594956e-06 -1.698900e-06 -1.389851e-05 -1.043259e-05
##   -4.555764e-06  1.747130e-06 -4.500722e-07 -3.681998e-06 -2.763804e-06
##   -3.128254e-06  1.199717e-06 -3.090499e-07 -2.528266e-06 -1.897797e-06
##    6.021044e+00  8.279686e-01  9.229669e-02 -1.375673e-05 -1.032618e-05
##    8.279686e-01  4.019917e+00 -5.480400e-02  5.275694e-06  3.960135e-06
##    9.229669e-02 -5.480400e-02  1.418414e+00 -1.359053e-06 -1.020149e-06
##   -1.375673e-05  5.275694e-06 -1.359053e-06  6.523358e+00  1.036061e+00
##   -1.032618e-05  3.960135e-06 -1.020149e-06  1.036061e+00  3.261877e+00
##   -1.530243e-06  5.868647e-07 -1.511776e-07  1.633025e-02 -2.672664e-02
##    4.078438e-06 -1.564324e-06  4.029447e-07  3.296152e-06  2.474280e-06
##   -3.309101e-06  1.269035e-06 -3.269119e-07 -2.674437e-06 -2.007502e-06
##   -1.058660e-06  4.060052e-07 -1.045881e-07 -8.556131e-07 -6.422498e-07
##   -8.224137e-06  3.153936e-06 -8.124761e-07 -6.646804e-06 -4.989261e-06
##   -1.154113e-05  4.426045e-06 -1.140173e-06 -9.327610e-06 -7.001562e-06
##   -1.697342e-06  6.509488e-07 -1.676858e-07 -1.371797e-06 -1.029715e-06
##   -4.693026e-06  1.799686e-06 -4.636229e-07 -3.792957e-06 -2.847058e-06
##    2.337977e-06 -8.967350e-07  2.309872e-07  1.889534e-06  1.418384e-06
##   -2.469207e-06  9.469636e-07 -2.439404e-07 -1.995622e-06 -1.497977e-06
##    2.907139e-06 -1.115104e-06  2.872268e-07  2.349509e-06  1.763693e-06
##   -5.064240e-07  1.941681e-07 -5.002536e-08 -4.093074e-07 -3.072184e-07
##   -4.326983e-07  1.659372e-07 -4.274680e-08 -3.497101e-07 -2.625007e-07
##   -3.625114e-06  1.390148e-06 -3.581225e-07 -2.929862e-06 -2.199199e-06
##    6.764263e-06 -2.594277e-06  6.682757e-07  5.466869e-06  4.103653e-06
##   -3.905096e-06  1.497644e-06 -3.857965e-07 -3.156112e-06 -2.369078e-06
##   -7.916518e-06  3.035898e-06 -7.820781e-07 -6.398202e-06 -4.802626e-06
##   -4.244792e-06  1.627861e-06 -4.193493e-07 -3.430671e-06 -2.575147e-06
##   -2.727308e-06  1.045951e-06 -2.694393e-07 -2.204219e-06 -1.654558e-06
##   -1.451331e-05  5.565848e-06 -1.433798e-06 -1.172975e-05 -8.804663e-06
##   -7.401929e-06  2.838672e-06 -7.312546e-07 -5.982275e-06 -4.490469e-06
##   -2.437620e-06  9.348501e-07 -2.408198e-07 -1.970093e-06 -1.478814e-06
##   -6.961336e-06  2.669588e-06 -6.877142e-07 -5.626218e-06 -4.223155e-06
##   -9.805422e-06  3.760455e-06 -9.687054e-07 -7.924782e-06 -5.948584e-06
##   -3.007779e-06  1.153513e-06 -2.971478e-07 -2.430898e-06 -1.824709e-06
##   -7.352070e-06  2.819545e-06 -7.263283e-07 -5.941981e-06 -4.460221e-06
##    4.235873e-06 -1.624595e-06  4.184860e-07  3.423421e-06  2.569768e-06
##   -5.655644e-07  2.168978e-07 -5.587365e-08 -4.570916e-07 -3.431068e-07
##   -1.906560e-05  7.311684e-06 -1.883530e-06 -1.540892e-05 -1.156636e-05
##   -7.318388e-06  2.806636e-06 -7.230016e-07 -5.914757e-06 -4.439789e-06
##   -3.034135e-06  1.163621e-06 -2.997515e-07 -2.452198e-06 -1.840698e-06
##   -5.876645e-06  2.253674e-06 -5.805629e-07 -4.749546e-06 -3.565129e-06
##    2.163350e-06 -8.297455e-07  2.137332e-07  1.748406e-06  1.312441e-06
##   -2.880507e-06  1.104702e-06 -2.845740e-07 -2.328036e-06 -1.747497e-06
## d -9.415088e+00 -7.574381e+00 -1.455452e+00 -8.087643e+00 -6.964006e+00
##           [,16]         [,17]         [,18]         [,19]         [,20]
##   -4.999237e-04  5.449887e-04 -6.293539e-04 -1.914905e-04 -6.148465e-05
##   -4.537719e-07  1.209233e-06 -9.813010e-07 -3.139325e-07 -2.438843e-06
##   -6.798069e-07  1.811873e-06 -1.470053e-06 -4.703068e-07 -3.653533e-06
##   -2.593788e-07  6.913415e-07 -5.608901e-07 -1.794442e-07 -1.393984e-06
##    3.217662e-11 -8.577363e-11  6.957766e-11  2.226039e-11  1.729213e-10
##    7.766359e-07 -2.070081e-06  1.679414e-06  5.372939e-07  4.173856e-06
##   -9.840462e-09  2.622768e-08 -2.127954e-08 -6.807866e-09 -5.288620e-08
##   -1.546011e-06  4.120430e-06 -3.343204e-06 -1.069569e-06 -8.308895e-06
##   -4.095688e-07  1.091573e-06 -8.856830e-07 -2.833500e-07 -2.201197e-06
##   -2.812377e-07  7.496010e-07 -6.081590e-07 -1.945667e-07 -1.511461e-06
##   -1.530243e-06  4.078438e-06 -3.309101e-06 -1.058660e-06 -8.224137e-06
##    5.868647e-07 -1.564324e-06  1.269035e-06  4.060052e-07  3.153936e-06
##   -1.511776e-07  4.029447e-07 -3.269119e-07 -1.045881e-07 -8.124761e-07
##    1.633025e-02  3.296152e-06 -2.674437e-06 -8.556131e-07 -6.646804e-06
##   -2.672664e-02  2.474280e-06 -2.007502e-06 -6.422498e-07 -4.989261e-06
##    1.443539e+00  3.666832e-07 -2.974921e-07 -9.517595e-08 -7.393589e-07
##    3.666832e-07  4.506697e+00  3.631626e-01 -9.695902e-03  1.970503e-06
##   -2.974921e-07  3.631626e-01  3.595511e+00 -5.249894e-02 -1.598850e-06
##   -9.517595e-08 -9.695902e-03 -5.249894e-02  1.334576e+00 -5.115073e-07
##   -7.393589e-07  1.970503e-06 -1.598850e-06 -5.115073e-07  5.929753e+00
##   -1.037566e-06  2.765345e-06 -2.243701e-06 -7.178136e-07  9.787391e-01
##   -1.525953e-07  4.067239e-07 -3.299775e-07 -1.055689e-07  2.371206e-02
##   -4.218998e-07  1.124308e-06 -9.123746e-07 -2.918824e-07 -2.267539e-06
##    2.102003e-07 -5.604103e-07  4.545147e-07  1.454197e-07  1.129602e-06
##   -2.219875e-07  5.916747e-07 -4.800348e-07 -1.535761e-07 -1.193034e-06
##    2.613790e-07 -6.969577e-07  5.651576e-07  1.808247e-07  1.404577e-06
##   -4.552331e-08  1.212585e-07 -9.845709e-08 -3.149496e-08 -2.446993e-07
##   -3.889988e-08  1.036717e-07 -8.412074e-08 -2.691196e-08 -2.090662e-07
##   -3.258937e-07  8.684420e-07 -7.047622e-07 -2.254629e-07 -1.751558e-06
##    6.081360e-07 -1.621081e-06  1.315021e-06  4.207205e-07  3.268222e-06
##   -3.510777e-07  9.357509e-07 -7.591835e-07 -2.428836e-07 -1.886803e-06
##   -7.116964e-07  1.896675e-06 -1.539051e-06 -4.923708e-07 -3.825024e-06
##   -3.816108e-07  1.017042e-06 -8.252279e-07 -2.640081e-07 -2.050948e-06
##   -2.451917e-07  6.535277e-07 -5.302115e-07 -1.696293e-07 -1.317738e-06
##   -1.304766e-06  3.477442e-06 -2.821523e-06 -9.026697e-07 -7.012358e-06
##   -6.654470e-07  1.773596e-06 -1.439001e-06 -4.603722e-07 -3.576360e-06
##   -2.191478e-07  5.841064e-07 -4.738940e-07 -1.516115e-07 -1.177772e-06
##   -6.258246e-07  1.667814e-06 -1.353355e-06 -4.329625e-07 -3.363511e-06
##   -8.815289e-07  2.349562e-06 -1.906258e-06 -6.098624e-07 -4.737637e-06
##   -2.704067e-07  7.207320e-07 -5.847377e-07 -1.870735e-07 -1.453252e-06
##   -6.609639e-07  1.761637e-06 -1.429308e-06 -4.572709e-07 -3.552272e-06
##    3.808255e-07 -1.015186e-06  8.234819e-07  2.634622e-07  2.046598e-06
##   -5.084543e-08  1.355189e-07 -1.099506e-07 -3.517607e-08 -2.732611e-07
##   -1.714026e-06  4.568255e-06 -3.706525e-06 -1.185805e-06 -9.211861e-06
##   -6.579367e-07  1.753580e-06 -1.422760e-06 -4.551764e-07 -3.535996e-06
##   -2.727761e-07  7.270474e-07 -5.898614e-07 -1.887128e-07 -1.465986e-06
##   -5.283163e-07  1.408036e-06 -1.142476e-06 -3.655028e-07 -2.839407e-06
##    1.944990e-07 -5.185320e-07  4.205673e-07  1.345575e-07  1.045233e-06
##   -2.589644e-07  6.902320e-07 -5.599950e-07 -1.791576e-07 -1.391759e-06
## d -1.470036e+00 -6.853779e+00 -6.121918e+00 -1.404792e+00 -7.101429e+00
##           [,21]         [,22]         [,23]         [,24]         [,25]
##   -4.067591e-05  8.051600e-06  9.570512e-04 -6.302826e-04  5.682016e-04
##   -3.422447e-06 -5.033226e-07 -1.391769e-06  6.932121e-07 -7.322114e-07
##   -5.127102e-06 -7.540401e-07 -2.084840e-06  1.038658e-06 -1.096939e-06
##   -1.956221e-06 -2.877023e-07 -7.954481e-07  3.963100e-07 -4.185340e-07
##    2.426686e-10  3.569021e-11  9.866975e-11 -4.916855e-11  5.192003e-11
##    5.857318e-06  8.614425e-07  2.381704e-06 -1.186664e-06  1.253180e-06
##   -7.421667e-08 -1.091501e-08 -3.017875e-08  1.503503e-08 -1.587860e-08
##   -1.166007e-05 -1.714831e-06 -4.741405e-06  2.362052e-06 -2.494650e-06
##   -3.088989e-06 -4.542927e-07 -1.256099e-06  6.257490e-07 -6.608824e-07
##   -2.121081e-06 -3.119481e-07 -8.624853e-07  4.297074e-07 -4.538055e-07
##   -1.154113e-05 -1.697342e-06 -4.693026e-06  2.337977e-06 -2.469207e-06
##    4.426045e-06  6.509488e-07  1.799686e-06 -8.967350e-07  9.469636e-07
##   -1.140173e-06 -1.676858e-07 -4.636229e-07  2.309872e-07 -2.439404e-07
##   -9.327610e-06 -1.371797e-06 -3.792957e-06  1.889534e-06 -1.995622e-06
##   -7.001562e-06 -1.029715e-06 -2.847058e-06  1.418384e-06 -1.497977e-06
##   -1.037566e-06 -1.525953e-07 -4.218998e-07  2.102003e-07 -2.219875e-07
##    2.765345e-06  4.067239e-07  1.124308e-06 -5.604103e-07  5.916747e-07
##   -2.243701e-06 -3.299775e-07 -9.123746e-07  4.545147e-07 -4.800348e-07
##   -7.178136e-07 -1.055689e-07 -2.918824e-07  1.454197e-07 -1.535761e-07
##    9.787391e-01  2.371206e-02 -2.267539e-06  1.129602e-06 -1.193034e-06
##    2.020067e+00 -4.523699e-02 -3.182056e-06  1.585242e-06 -1.674220e-06
##   -4.523699e-02  1.441040e+00 -4.679702e-07  2.331535e-07 -2.462280e-07
##   -3.182056e-06 -4.679702e-07  7.023908e+00  9.497067e-01 -3.427130e-03
##    1.585242e-06  2.331535e-07  9.497067e-01  3.567785e+00 -1.093310e-02
##   -1.674220e-06 -2.462280e-07 -3.427130e-03 -1.093310e-02  1.176617e+00
##    1.971158e-06  2.899208e-07  8.013823e-07 -3.995034e-07  4.217561e-07
##   -3.433749e-07 -5.049436e-08 -1.396631e-07  6.951832e-08 -7.345795e-08
##   -2.933865e-07 -4.314765e-08 -1.193036e-07  5.943060e-08 -6.276911e-08
##   -2.457970e-06 -3.614805e-07 -9.995631e-07  4.978495e-07 -5.258661e-07
##    4.586441e-06  6.745428e-07  1.864877e-06 -9.292654e-07  9.812859e-07
##   -2.647810e-06 -3.894144e-07 -1.076667e-06  5.364174e-07 -5.664995e-07
##   -5.367712e-06 -7.894118e-07 -2.182773e-06  1.087289e-06 -1.148399e-06
##   -2.878137e-06 -4.232817e-07 -1.170368e-06  5.830254e-07 -6.157694e-07
##   -1.849223e-06 -2.719660e-07 -7.519400e-07  3.746333e-07 -3.956417e-07
##   -9.840602e-06 -1.447243e-06 -4.001555e-06  1.993458e-06 -2.105377e-06
##   -5.018801e-06 -7.381120e-07 -2.040803e-06  1.016716e-06 -1.073767e-06
##   -1.652803e-06 -2.430782e-07 -6.720731e-07  3.348381e-07 -3.536173e-07
##   -4.720061e-06 -6.941630e-07 -1.919413e-06  9.560930e-07 -1.009836e-06
##   -6.648465e-06 -9.777895e-07 -2.703452e-06  1.346885e-06 -1.422437e-06
##   -2.039394e-06 -2.999343e-07 -8.292697e-07  4.131583e-07 -4.363286e-07
##   -4.984995e-06 -7.331394e-07 -2.027062e-06  1.009862e-06 -1.066534e-06
##    2.872092e-06  4.224106e-07  1.167794e-06 -5.819398e-07  6.144979e-07
##   -3.834751e-07 -5.639761e-08 -1.559321e-07  7.768618e-08 -8.204431e-08
##   -1.292723e-05 -1.901193e-06 -5.256663e-06  2.618766e-06 -2.765760e-06
##   -4.962158e-06 -7.297816e-07 -2.017769e-06  1.005242e-06 -1.061649e-06
##   -2.057264e-06 -3.025625e-07 -8.365361e-07  4.167786e-07 -4.401519e-07
##   -3.984598e-06 -5.860071e-07 -1.620298e-06  8.071647e-07 -8.524943e-07
##    1.466839e-06  2.157377e-07  5.963945e-07 -2.972364e-07  3.138415e-07
##   -1.953098e-06 -2.872426e-07 -7.941808e-07  3.956744e-07 -4.178654e-07
## d -6.818799e+00 -1.467280e+00 -8.128308e+00 -7.342358e+00 -1.328591e+00
##           [,26]         [,27]         [,28]         [,29]         [,30]
##    4.905162e-04 -1.625789e-04 -1.052537e-04  6.095491e-04 -1.450994e-03
##    8.619134e-07 -1.502162e-07 -1.283167e-07 -1.075080e-06  2.005752e-06
##    1.291524e-06 -2.249682e-07 -1.922238e-07 -1.610426e-06  3.005028e-06
##    4.928016e-07 -8.582961e-08 -7.334165e-08 -6.144387e-07  1.146576e-06
##   -6.114347e-11  1.064459e-11  9.097825e-12  7.621602e-11 -1.422417e-10
##   -1.475606e-06  2.569780e-07  2.195986e-07  1.839727e-06 -3.433125e-06
##    1.869542e-08 -3.256466e-09 -2.782508e-09 -2.331144e-08  4.349899e-08
##    2.937065e-06 -5.116502e-07 -4.371579e-07 -3.662486e-06  6.833944e-06
##    7.780764e-07 -1.355490e-07 -1.158122e-07 -9.702717e-07  1.810441e-06
##    5.343296e-07 -9.306343e-08 -7.952252e-08 -6.662213e-07  1.243201e-06
##    2.907139e-06 -5.064240e-07 -4.326983e-07 -3.625114e-06  6.764263e-06
##   -1.115104e-06  1.941681e-07  1.659372e-07  1.390148e-06 -2.594277e-06
##    2.872268e-07 -5.002536e-08 -4.274680e-08 -3.581225e-07  6.682757e-07
##    2.349509e-06 -4.093074e-07 -3.497101e-07 -2.929862e-06  5.466869e-06
##    1.763693e-06 -3.072184e-07 -2.625007e-07 -2.199199e-06  4.103653e-06
##    2.613790e-07 -4.552331e-08 -3.889988e-08 -3.258937e-07  6.081360e-07
##   -6.969577e-07  1.212585e-07  1.036717e-07  8.684420e-07 -1.621081e-06
##    5.651576e-07 -9.845709e-08 -8.412074e-08 -7.047622e-07  1.315021e-06
##    1.808247e-07 -3.149496e-08 -2.691196e-08 -2.254629e-07  4.207205e-07
##    1.404577e-06 -2.446993e-07 -2.090662e-07 -1.751558e-06  3.268222e-06
##    1.971158e-06 -3.433749e-07 -2.933865e-07 -2.457970e-06  4.586441e-06
##    2.899208e-07 -5.049436e-08 -4.314765e-08 -3.614805e-07  6.745428e-07
##    8.013823e-07 -1.396631e-07 -1.193036e-07 -9.995631e-07  1.864877e-06
##   -3.995034e-07  6.951832e-08  5.943060e-08  4.978495e-07 -9.292654e-07
##    4.217561e-07 -7.345795e-08 -6.276911e-08 -5.258661e-07  9.812859e-07
##    4.576684e+00  5.616578e-01 -8.674290e-02  6.190019e-07 -1.155575e-06
##    5.616578e-01  3.077984e+00  1.684839e-02 -1.078875e-07  2.011912e-07
##   -8.674290e-02  1.684839e-02  9.775938e-01 -9.215612e-08  1.719496e-07
##    6.190019e-07 -1.078875e-07 -9.215612e-08  6.014230e+00  9.974841e-01
##   -1.155575e-06  2.011912e-07  1.719496e-07  9.974841e-01  4.012675e+00
##    6.670209e-07 -1.161738e-07 -9.927040e-08 -4.326853e-03  2.816071e-02
##    1.351930e-06 -2.355705e-07 -2.012479e-07 -1.686088e-06  3.145886e-06
##    7.249466e-07 -1.263007e-07 -1.079072e-07 -9.040498e-07  1.686846e-06
##    4.658472e-07 -8.113504e-08 -6.933013e-08 -5.808311e-07  1.083862e-06
##    2.478735e-06 -4.318161e-07 -3.689430e-07 -3.090993e-06  5.767539e-06
##    1.264238e-06 -2.202171e-07 -1.881635e-07 -1.576410e-06  2.941549e-06
##    4.163614e-07 -7.251813e-08 -6.196614e-08 -5.191388e-07  9.687334e-07
##    1.188798e-06 -2.071501e-07 -1.769662e-07 -1.482655e-06  2.766304e-06
##    1.674804e-06 -2.917126e-07 -2.492616e-07 -2.088267e-06  3.896747e-06
##    5.137511e-07 -8.947950e-08 -7.645997e-08 -6.405641e-07  1.195322e-06
##    1.255712e-06 -2.187361e-07 -1.868962e-07 -1.565796e-06  2.921726e-06
##   -7.236750e-07  1.259802e-07  1.076766e-07  9.020443e-07 -1.683506e-06
##    9.659977e-08 -1.682580e-08 -1.437711e-08 -1.204490e-07  2.247588e-07
##    3.256284e-06 -5.672466e-07 -4.846656e-07 -4.060494e-06  7.576651e-06
##    1.249972e-06 -2.177313e-07 -1.860398e-07 -1.558618e-06  2.908351e-06
##    5.182529e-07 -9.026356e-08 -7.712995e-08 -6.461771e-07  1.205796e-06
##    1.003648e-06 -1.748542e-07 -1.493906e-07 -1.251598e-06  2.335336e-06
##   -3.696455e-07  6.432997e-08  5.499195e-08  4.606723e-07 -8.598425e-07
##    4.920097e-07 -8.569377e-08 -7.322466e-08 -6.134601e-07  1.144741e-06
## d -6.218030e+00 -5.893959e+00 -1.222301e+00 -7.241634e+00 -6.844257e+00
##           [,31]         [,32]         [,33]         [,34]         [,35]
##    7.766596e-04 -5.794440e-03 -3.078948e-03 -1.941843e-03 -7.756350e-03
##   -1.158003e-06 -2.347677e-06 -1.258785e-06 -8.087447e-07 -4.303856e-06
##   -1.734829e-06 -3.516862e-06 -1.885727e-06 -1.211600e-06 -6.447475e-06
##   -6.619198e-07 -1.341829e-06 -7.194870e-07 -4.622831e-07 -2.459999e-06
##    8.211276e-11  1.664479e-10  8.925084e-11  5.734740e-11  3.051603e-10
##    1.981930e-06  4.017676e-06  2.154281e-06  1.384175e-06  7.365720e-06
##   -2.511230e-08 -5.090779e-08 -2.729657e-08 -1.753836e-08 -9.332953e-08
##   -3.945334e-06 -7.998116e-06 -4.288539e-06 -2.755410e-06 -1.466288e-05
##   -1.045197e-06 -2.118868e-06 -1.136122e-06 -7.299625e-07 -3.884497e-06
##   -7.177024e-07 -1.454912e-06 -7.801217e-07 -5.012415e-07 -2.667314e-06
##   -3.905096e-06 -7.916518e-06 -4.244792e-06 -2.727308e-06 -1.451331e-05
##    1.497644e-06  3.035898e-06  1.627861e-06  1.045951e-06  5.565848e-06
##   -3.857965e-07 -7.820781e-07 -4.193493e-07 -2.694393e-07 -1.433798e-06
##   -3.156112e-06 -6.398202e-06 -3.430671e-06 -2.204219e-06 -1.172975e-05
##   -2.369078e-06 -4.802626e-06 -2.575147e-06 -1.654558e-06 -8.804663e-06
##   -3.510777e-07 -7.116964e-07 -3.816108e-07 -2.451917e-07 -1.304766e-06
##    9.357509e-07  1.896675e-06  1.017042e-06  6.535277e-07  3.477442e-06
##   -7.591835e-07 -1.539051e-06 -8.252279e-07 -5.302115e-07 -2.821523e-06
##   -2.428836e-07 -4.923708e-07 -2.640081e-07 -1.696293e-07 -9.026697e-07
##   -1.886803e-06 -3.825024e-06 -2.050948e-06 -1.317738e-06 -7.012358e-06
##   -2.647810e-06 -5.367712e-06 -2.878137e-06 -1.849223e-06 -9.840602e-06
##   -3.894144e-07 -7.894118e-07 -4.232817e-07 -2.719660e-07 -1.447243e-06
##   -1.076667e-06 -2.182773e-06 -1.170368e-06 -7.519400e-07 -4.001555e-06
##    5.364174e-07  1.087289e-06  5.830254e-07  3.746333e-07  1.993458e-06
##   -5.664995e-07 -1.148399e-06 -6.157694e-07 -3.956417e-07 -2.105377e-06
##    6.670209e-07  1.351930e-06  7.249466e-07  4.658472e-07  2.478735e-06
##   -1.161738e-07 -2.355705e-07 -1.263007e-07 -8.113504e-08 -4.318161e-07
##   -9.927040e-08 -2.012479e-07 -1.079072e-07 -6.933013e-08 -3.689430e-07
##   -4.326853e-03 -1.686088e-06 -9.040498e-07 -5.808311e-07 -3.090993e-06
##    2.816071e-02  3.145886e-06  1.686846e-06  1.083862e-06  5.767539e-06
##    1.249566e+00 -1.816211e-06 -9.738499e-07 -6.257153e-07 -3.329691e-06
##   -1.816211e-06  5.163866e+00  7.299475e-01  1.067719e-02 -6.750081e-06
##   -9.738499e-07  7.299475e-01  2.049961e+00 -7.875030e-02 -3.619347e-06
##   -6.257153e-07  1.067719e-02 -7.875030e-02  1.368622e+00 -2.325446e-06
##   -3.329691e-06 -6.750081e-06 -3.619347e-06 -2.325446e-06  3.224383e+00
##   -1.698183e-06 -3.442577e-06 -1.845895e-06 -1.186006e-06  7.662170e-01
##   -5.592527e-07 -1.133708e-06 -6.078922e-07 -3.905806e-07  8.786001e-02
##   -1.597071e-06 -3.237750e-06 -1.736041e-06 -1.115389e-06 -5.935640e-06
##   -2.249612e-06 -4.560397e-06 -2.445273e-06 -1.571123e-06 -8.360625e-06
##   -6.900623e-07 -1.398881e-06 -7.500779e-07 -4.819377e-07 -2.564591e-06
##   -1.686743e-06 -3.419393e-06 -1.833462e-06 -1.178016e-06 -6.268774e-06
##    9.718433e-07  1.969979e-06  1.056322e-06  6.787337e-07  3.611706e-06
##   -1.297547e-07 -2.630384e-07 -1.410404e-07 -9.062029e-08 -4.822305e-07
##   -4.374099e-06 -8.867297e-06 -4.754593e-06 -3.054858e-06 -1.625637e-05
##   -1.679017e-06 -3.403722e-06 -1.825061e-06 -1.172621e-06 -6.240054e-06
##   -6.961090e-07 -1.411139e-06 -7.566504e-07 -4.861607e-07 -2.587064e-06
##   -1.348234e-06 -2.733215e-06 -1.465528e-06 -9.416027e-07 -5.010757e-06
##    4.963488e-07  1.006087e-06  5.394806e-07  3.466494e-07  1.844568e-06
##   -6.608624e-07 -1.339690e-06 -7.183391e-07 -4.615446e-07 -2.456073e-06
## d -1.352359e+00 -6.786250e+00 -6.182526e+00 -1.428811e+00 -5.458389e+00
##           [,36]         [,37]         [,38]         [,39]         [,40]
##   -3.921708e-03 -1.280415e-03 -4.199548e-03 -5.735010e-03 -1.753124e-03
##   -2.194976e-06 -7.228444e-07 -2.064420e-06 -2.907683e-06 -8.919162e-07
##   -3.288280e-06 -1.082906e-06 -3.092528e-06 -4.356030e-06 -1.336198e-06
##   -1.254630e-06 -4.131800e-07 -1.179927e-06 -1.662030e-06 -5.098232e-07
##    1.556376e-10  5.125587e-11  1.463643e-10  2.061775e-10  6.324476e-11
##    3.756619e-06  1.237149e-06  3.532910e-06  4.976466e-06  1.526520e-06
##   -4.759907e-08 -1.567547e-08 -4.476540e-08 -6.305516e-08 -1.934197e-08
##   -7.478205e-06 -2.462738e-06 -7.033091e-06 -9.906461e-06 -3.038772e-06
##   -1.981127e-06 -6.524281e-07 -1.863213e-06 -2.624419e-06 -8.050308e-07
##   -1.360363e-06 -4.480003e-07 -1.279366e-06 -1.802096e-06 -5.527879e-07
##   -7.401929e-06 -2.437620e-06 -6.961336e-06 -9.805422e-06 -3.007779e-06
##    2.838672e-06  9.348501e-07  2.669588e-06  3.760455e-06  1.153513e-06
##   -7.312546e-07 -2.408198e-07 -6.877142e-07 -9.687054e-07 -2.971478e-07
##   -5.982275e-06 -1.970093e-06 -5.626218e-06 -7.924782e-06 -2.430898e-06
##   -4.490469e-06 -1.478814e-06 -4.223155e-06 -5.948584e-06 -1.824709e-06
##   -6.654470e-07 -2.191478e-07 -6.258246e-07 -8.815289e-07 -2.704067e-07
##    1.773596e-06  5.841064e-07  1.667814e-06  2.349562e-06  7.207320e-07
##   -1.439001e-06 -4.738940e-07 -1.353355e-06 -1.906258e-06 -5.847377e-07
##   -4.603722e-07 -1.516115e-07 -4.329625e-07 -6.098624e-07 -1.870735e-07
##   -3.576360e-06 -1.177772e-06 -3.363511e-06 -4.737637e-06 -1.453252e-06
##   -5.018801e-06 -1.652803e-06 -4.720061e-06 -6.648465e-06 -2.039394e-06
##   -7.381120e-07 -2.430782e-07 -6.941630e-07 -9.777895e-07 -2.999343e-07
##   -2.040803e-06 -6.720731e-07 -1.919413e-06 -2.703452e-06 -8.292697e-07
##    1.016716e-06  3.348381e-07  9.560930e-07  1.346885e-06  4.131583e-07
##   -1.073767e-06 -3.536173e-07 -1.009836e-06 -1.422437e-06 -4.363286e-07
##    1.264238e-06  4.163614e-07  1.188798e-06  1.674804e-06  5.137511e-07
##   -2.202171e-07 -7.251813e-08 -2.071501e-07 -2.917126e-07 -8.947950e-08
##   -1.881635e-07 -6.196614e-08 -1.769662e-07 -2.492616e-07 -7.645997e-08
##   -1.576410e-06 -5.191388e-07 -1.482655e-06 -2.088267e-06 -6.405641e-07
##    2.941549e-06  9.687334e-07  2.766304e-06  3.896747e-06  1.195322e-06
##   -1.698183e-06 -5.592527e-07 -1.597071e-06 -2.249612e-06 -6.900623e-07
##   -3.442577e-06 -1.133708e-06 -3.237750e-06 -4.560397e-06 -1.398881e-06
##   -1.845895e-06 -6.078922e-07 -1.736041e-06 -2.445273e-06 -7.500779e-07
##   -1.186006e-06 -3.905806e-07 -1.115389e-06 -1.571123e-06 -4.819377e-07
##    7.662170e-01  8.786001e-02 -5.935640e-06 -8.360625e-06 -2.564591e-06
##    1.912864e+00 -3.482027e-02 -3.027206e-06 -4.264015e-06 -1.307973e-06
##   -3.482027e-02  1.170136e+00 -9.969175e-07 -1.404241e-06 -4.307470e-07
##   -3.027206e-06 -9.969175e-07  2.287887e+00  5.027844e-01  6.913206e-02
##   -4.264015e-06 -1.404241e-06  5.027844e-01  2.319106e+00 -8.769200e-02
##   -1.307973e-06 -4.307470e-07  6.913206e-02 -8.769200e-02  1.210600e+00
##   -3.197138e-06 -1.052890e-06 -3.006820e-06 -4.235291e-06 -1.299161e-06
##    1.842041e-06  6.066374e-07  1.732280e-06  2.440207e-06  7.485316e-07
##   -2.459430e-07 -8.099478e-08 -2.313009e-07 -3.258043e-07 -9.993949e-08
##   -8.290903e-06 -2.730379e-06 -7.797398e-06 -1.098306e-05 -3.369015e-06
##   -3.182493e-06 -1.048068e-06 -2.993039e-06 -4.215891e-06 -1.293211e-06
##   -1.319434e-06 -4.345214e-07 -1.240874e-06 -1.747876e-06 -5.361563e-07
##   -2.555525e-06 -8.415888e-07 -2.403436e-06 -3.385327e-06 -1.038436e-06
##    9.407745e-07  3.098270e-07  8.846897e-07  1.246279e-06  3.822968e-07
##   -1.252627e-06 -4.125200e-07 -1.178046e-06 -1.659375e-06 -5.090087e-07
## d -5.529475e+00 -1.327862e+00 -4.548956e+00 -5.329655e+00 -1.344818e+00
##           [,41]         [,42]         [,43]         [,44]         [,45]
##    1.930106e-03 -1.225868e-03  1.501932e-04 -1.126933e-02 -4.304803e-03
##   -2.180197e-06  1.256009e-06 -1.677120e-07 -5.653781e-06 -2.170202e-06
##   -3.266130e-06  1.881794e-06 -2.512502e-07 -8.469813e-06 -3.251168e-06
##   -1.246178e-06  7.180059e-07 -9.586368e-08 -3.231615e-06 -1.240470e-06
##    1.545887e-10 -8.907557e-11  1.189202e-11  4.008807e-10  1.538811e-10
##    3.731310e-06 -2.149890e-06  2.870359e-07  9.676103e-06  3.714222e-06
##   -4.727843e-08  2.723973e-08 -3.636941e-09 -1.226036e-07 -4.706186e-08
##   -7.427834e-06  4.279504e-06 -5.713923e-07 -1.926207e-05 -7.393804e-06
##   -1.967783e-06  1.133720e-06 -1.513732e-07 -5.102914e-06 -1.958767e-06
##   -1.351199e-06  7.785139e-07 -1.039425e-07 -3.503958e-06 -1.345010e-06
##   -7.352070e-06  4.235873e-06 -5.655644e-07 -1.906560e-05 -7.318388e-06
##    2.819545e-06 -1.624595e-06  2.168978e-07  7.311684e-06  2.806636e-06
##   -7.263283e-07  4.184860e-07 -5.587365e-08 -1.883530e-06 -7.230016e-07
##   -5.941981e-06  3.423421e-06 -4.570916e-07 -1.540892e-05 -5.914757e-06
##   -4.460221e-06  2.569768e-06 -3.431068e-07 -1.156636e-05 -4.439789e-06
##   -6.609639e-07  3.808255e-07 -5.084543e-08 -1.714026e-06 -6.579367e-07
##    1.761637e-06 -1.015186e-06  1.355189e-07  4.568255e-06  1.753580e-06
##   -1.429308e-06  8.234819e-07 -1.099506e-07 -3.706525e-06 -1.422760e-06
##   -4.572709e-07  2.634622e-07 -3.517607e-08 -1.185805e-06 -4.551764e-07
##   -3.552272e-06  2.046598e-06 -2.732611e-07 -9.211861e-06 -3.535996e-06
##   -4.984995e-06  2.872092e-06 -3.834751e-07 -1.292723e-05 -4.962158e-06
##   -7.331394e-07  4.224106e-07 -5.639761e-08 -1.901193e-06 -7.297816e-07
##   -2.027062e-06  1.167794e-06 -1.559321e-07 -5.256663e-06 -2.017769e-06
##    1.009862e-06 -5.819398e-07  7.768618e-08  2.618766e-06  1.005242e-06
##   -1.066534e-06  6.144979e-07 -8.204431e-08 -2.765760e-06 -1.061649e-06
##    1.255712e-06 -7.236750e-07  9.659977e-08  3.256284e-06  1.249972e-06
##   -2.187361e-07  1.259802e-07 -1.682580e-08 -5.672466e-07 -2.177313e-07
##   -1.868962e-07  1.076766e-07 -1.437711e-08 -4.846656e-07 -1.860398e-07
##   -1.565796e-06  9.020443e-07 -1.204490e-07 -4.060494e-06 -1.558618e-06
##    2.921726e-06 -1.683506e-06  2.247588e-07  7.576651e-06  2.908351e-06
##   -1.686743e-06  9.718433e-07 -1.297547e-07 -4.374099e-06 -1.679017e-06
##   -3.419393e-06  1.969979e-06 -2.630384e-07 -8.867297e-06 -3.403722e-06
##   -1.833462e-06  1.056322e-06 -1.410404e-07 -4.754593e-06 -1.825061e-06
##   -1.178016e-06  6.787337e-07 -9.062029e-08 -3.054858e-06 -1.172621e-06
##   -6.268774e-06  3.611706e-06 -4.822305e-07 -1.625637e-05 -6.240054e-06
##   -3.197138e-06  1.842041e-06 -2.459430e-07 -8.290903e-06 -3.182493e-06
##   -1.052890e-06  6.066374e-07 -8.099478e-08 -2.730379e-06 -1.048068e-06
##   -3.006820e-06  1.732280e-06 -2.313009e-07 -7.797398e-06 -2.993039e-06
##   -4.235291e-06  2.440207e-06 -3.258043e-07 -1.098306e-05 -4.215891e-06
##   -1.299161e-06  7.485316e-07 -9.993949e-08 -3.369015e-06 -1.293211e-06
##    3.997585e+00  5.542738e-01  4.039342e-03 -8.235057e-06 -3.161055e-06
##    5.542738e-01  3.192749e+00  4.927774e-03  4.744601e-06  1.821253e-06
##    4.039342e-03  4.927774e-03  1.363067e+00 -6.334889e-07 -2.431672e-07
##   -8.235057e-06  4.744601e-06 -6.334889e-07  4.169469e+00  1.063832e+00
##   -3.161055e-06  1.821253e-06 -2.431672e-07  1.063832e+00  2.559140e+00
##   -1.310545e-06  7.550906e-07 -1.008152e-07  8.159464e-02 -8.868532e-02
##   -2.538313e-06  1.462414e-06 -1.952615e-07 -6.582434e-06 -2.526683e-06
##    9.344328e-07 -5.384626e-07  7.188345e-08  2.423168e-06  9.301576e-07
##   -1.244188e-06  7.168565e-07 -9.571059e-08 -3.226457e-06 -1.238490e-06
## d -5.009847e+00 -4.500030e+00 -1.430785e+00 -6.575924e+00 -6.040857e+00
##           [,46]         [,47]         [,48]         [,49]         [,50]
##   -1.769743e-03 -2.923025e-03  9.761729e-04 -1.398848e-03 -7.465728e+00
##   -8.997316e-07 -1.742706e-06  6.414449e-07 -8.541767e-07 -4.596070e+00
##   -1.347907e-06 -2.610670e-06  9.610777e-07 -1.279658e-06 -5.079330e+00
##   -5.142905e-07 -9.960849e-07  3.667069e-07 -4.882500e-07 -1.418552e+00
##    6.379894e-11  1.235624e-10 -4.549519e-11  6.056848e-11 -5.575566e-05
##    1.539896e-06  2.982469e-06 -1.098021e-06  1.461925e-06 -3.463515e+00
##   -1.951146e-08 -3.779038e-08  1.391201e-08 -1.852353e-08 -1.474271e+00
##   -3.065399e-06 -5.937211e-06  2.185629e-06 -2.910188e-06 -7.550704e+00
##   -8.120849e-07 -1.572889e-06  5.790122e-07 -7.709666e-07 -6.494990e+00
##   -5.576317e-07 -1.080030e-06  3.976097e-07 -5.293968e-07 -1.361327e+00
##   -3.034135e-06 -5.876645e-06  2.163350e-06 -2.880507e-06 -9.415088e+00
##    1.163621e-06  2.253674e-06 -8.297455e-07  1.104702e-06 -7.574381e+00
##   -2.997515e-07 -5.805629e-07  2.137332e-07 -2.845740e-07 -1.455452e+00
##   -2.452198e-06 -4.749546e-06  1.748406e-06 -2.328036e-06 -8.087643e+00
##   -1.840698e-06 -3.565129e-06  1.312441e-06 -1.747497e-06 -6.964006e+00
##   -2.727761e-07 -5.283163e-07  1.944990e-07 -2.589644e-07 -1.470036e+00
##    7.270474e-07  1.408036e-06 -5.185320e-07  6.902320e-07 -6.853779e+00
##   -5.898614e-07 -1.142476e-06  4.205673e-07 -5.599950e-07 -6.121918e+00
##   -1.887128e-07 -3.655028e-07  1.345575e-07 -1.791576e-07 -1.404792e+00
##   -1.465986e-06 -2.839407e-06  1.045233e-06 -1.391759e-06 -7.101429e+00
##   -2.057264e-06 -3.984598e-06  1.466839e-06 -1.953098e-06 -6.818799e+00
##   -3.025625e-07 -5.860071e-07  2.157377e-07 -2.872426e-07 -1.467280e+00
##   -8.365361e-07 -1.620298e-06  5.963945e-07 -7.941808e-07 -8.128308e+00
##    4.167786e-07  8.071647e-07 -2.972364e-07  3.956744e-07 -7.342358e+00
##   -4.401519e-07 -8.524943e-07  3.138415e-07 -4.178654e-07 -1.328591e+00
##    5.182529e-07  1.003648e-06 -3.696455e-07  4.920097e-07 -6.218030e+00
##   -9.026356e-08 -1.748542e-07  6.432997e-08 -8.569377e-08 -5.893959e+00
##   -7.712995e-08 -1.493906e-07  5.499195e-08 -7.322466e-08 -1.222301e+00
##   -6.461771e-07 -1.251598e-06  4.606723e-07 -6.134601e-07 -7.241634e+00
##    1.205796e-06  2.335336e-06 -8.598425e-07  1.144741e-06 -6.844257e+00
##   -6.961090e-07 -1.348234e-06  4.963488e-07 -6.608624e-07 -1.352359e+00
##   -1.411139e-06 -2.733215e-06  1.006087e-06 -1.339690e-06 -6.786250e+00
##   -7.566504e-07 -1.465528e-06  5.394806e-07 -7.183391e-07 -6.182526e+00
##   -4.861607e-07 -9.416027e-07  3.466494e-07 -4.615446e-07 -1.428811e+00
##   -2.587064e-06 -5.010757e-06  1.844568e-06 -2.456073e-06 -5.458389e+00
##   -1.319434e-06 -2.555525e-06  9.407745e-07 -1.252627e-06 -5.529475e+00
##   -4.345214e-07 -8.415888e-07  3.098270e-07 -4.125200e-07 -1.327862e+00
##   -1.240874e-06 -2.403436e-06  8.846897e-07 -1.178046e-06 -4.548956e+00
##   -1.747876e-06 -3.385327e-06  1.246279e-06 -1.659375e-06 -5.329655e+00
##   -5.361563e-07 -1.038436e-06  3.822968e-07 -5.090087e-07 -1.344818e+00
##   -1.310545e-06 -2.538313e-06  9.344328e-07 -1.244188e-06 -5.009847e+00
##    7.550906e-07  1.462414e-06 -5.384626e-07  7.168565e-07 -4.500030e+00
##   -1.008152e-07 -1.952615e-07  7.188345e-08 -9.571059e-08 -1.430785e+00
##    8.159464e-02 -6.582434e-06  2.423168e-06 -3.226457e-06 -6.575924e+00
##   -8.868532e-02 -2.526683e-06  9.301576e-07 -1.238490e-06 -6.040857e+00
##    1.233539e+00 -1.047535e-06  3.856467e-07 -5.134689e-07 -1.351898e+00
##   -1.047535e-06  3.768977e+00  3.925281e-01  3.210790e-03 -4.510277e+00
##    3.856467e-07  3.925281e-01  7.667137e-01  2.392335e-02 -3.948998e+00
##   -5.134689e-07  3.210790e-03  2.392335e-02  1.173247e+00 -1.320708e+00
## d -1.351898e+00 -4.510277e+00 -3.948998e+00 -1.320708e+00  1.815500e+03
## 
## Model rank =  1025 / 1025 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                 k'   edf k-index p-value    
## s(bb.sp)                     16.00 14.93      NA      NA    
## te(yday,elev.mean):bb.spbss  63.00 22.19    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.00  9.88    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 30.81    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.00 36.89    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.00 33.04    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 28.76    0.49  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.00 30.78    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00 33.60    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00 26.67    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00 30.88    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 28.80    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 24.63    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 22.45    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00 21.88    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 27.94    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 19.56    0.49  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#weighted_fl_abundance.2011.sum.sqrt <- summary(weighted_fl_abundance.2011.sqrt)
#print(plot(weighted_fl_abundance.2011.sqrt, allTerms = TRUE), pages = 4)
#weighted_fl_abundance.2011.ck.sqrt <- check2D(weighted_fl_abundance.2011.sqrt, x1 = "yday", x2 = "elev.mean")

weighted_fl_abundance.2011.bin <- bam(log(fl.abund.wt.bin + 0.01) ~
                                      s(bb.sp, bs = "re") +
                                      #s(management, bs = "re") +
                                      #s(site, bs = "re") +
                                      te(yday, elev.mean, 
                                                by = bb.sp,
                                                #id = 0,
                                                bs= c("gp", "tp"), 
                                                k=c(8, 8), 
                                                m=2),
                                    data = filter(fl_abund_wt, year == 2011),
                                    discrete = TRUE,
                                    family = "gaussian",
                                    select = TRUE,
                                    method = "fREML") %>% getViz(nsim = 500)

check.gamViz(weighted_fl_abundance.2011.bin)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1]  4.189069e-07 -5.410117e-11 -5.089351e-11 -3.167933e-11 -4.413746e-05
##  [6] -3.003148e-06  2.825130e-07 -1.859535e-10 -6.563905e-11 -2.780665e-11
## [11] -1.251861e-10  4.068301e-11 -2.291456e-11 -1.707479e-10 -9.854695e-11
## [16] -1.643419e-11  9.350476e-11 -4.071321e-11 -9.848122e-12 -5.734346e-11
## [21] -9.870771e-11 -1.509370e-11 -3.118217e-11  4.159517e-11 -2.448086e-11
## [26]  5.353762e-11  2.595968e-11 -8.801848e-13 -6.564438e-11  6.267520e-11
## [31] -2.644307e-11 -3.919176e-11  1.150902e-11 -2.319367e-11 -1.729941e-10
## [36] -4.321965e-11 -2.242584e-11 -9.275514e-11 -7.263701e-11 -3.293299e-11
## [41] -7.019896e-11  4.535305e-11 -7.728485e-12 -1.566782e-10 -4.785594e-11
## [46] -3.984679e-11 -7.174528e-11  1.983302e-12 -2.909295e-11  3.091212e-05
## 
## $hess
##            [,1]          [,2]          [,3]          [,4]          [,5]
##    7.453899e+00 -5.386805e-03 -5.015074e-03 -3.101762e-03 -4.181919e-07
##   -5.386805e-03  1.792430e+00  4.411645e-01 -7.853703e-03  5.396367e-11
##   -5.015074e-03  4.411645e-01  2.410270e-01 -9.814365e-02  5.081582e-11
##   -3.101762e-03 -7.853703e-03 -9.814365e-02  1.341359e+00  3.163378e-11
##   -4.181919e-07  5.396367e-11  5.081582e-11  3.163378e-11  4.399817e-05
##   -1.481073e-02  1.921453e-06  1.809329e-06  1.126326e-06  3.030968e-06
##    5.788697e-05 -7.588698e-09 -7.145559e-09 -4.448076e-09 -2.634670e-07
##   -8.993615e-03 -4.292151e-06 -4.041606e-06 -2.515914e-06  1.856398e-10
##   -3.180625e-03 -1.514926e-06 -1.426493e-06 -8.879953e-07  6.552168e-11
##   -1.328963e-03 -6.416355e-07 -6.041895e-07 -3.761128e-07  2.775235e-11
##    2.334479e-02 -2.889866e-06 -2.721160e-06 -1.693926e-06  1.249876e-10
##   -7.671147e-03  9.391123e-07  8.843317e-07  5.505128e-07 -4.062215e-11
##    4.291464e-03 -5.289834e-07 -4.981115e-07 -3.100783e-07  2.287983e-11
##   -1.565639e-03 -3.941132e-06 -3.711077e-06 -2.310158e-06  1.704578e-10
##   -8.962627e-04 -2.274449e-06 -2.141686e-06 -1.333208e-06  9.837260e-11
##   -1.410275e-04 -3.796584e-07 -3.575017e-07 -2.225478e-07  1.642121e-11
##   -1.751170e-04  2.156859e-06  2.031057e-06  1.264375e-06 -9.329842e-11
##   -1.080168e-05 -9.395578e-07 -8.847120e-07 -5.507358e-07  4.063666e-11
##    2.238775e-06 -2.278307e-07 -2.145338e-07 -1.335488e-07  9.854172e-12
##    5.975400e-04 -1.323888e-06 -1.246596e-06 -7.760061e-07  5.725794e-11
##    1.058162e-03 -2.278075e-06 -2.145091e-06 -1.335324e-06  9.852823e-11
##    1.726581e-04 -3.484945e-07 -3.281565e-07 -2.042801e-07  1.507328e-11
##    8.926742e-04 -7.198037e-07 -6.777501e-07 -4.218888e-07  3.112777e-11
##   -1.381885e-03  9.599465e-07  9.039610e-07  5.627361e-07 -4.152462e-11
##    7.682954e-04 -5.649699e-07 -5.319969e-07 -3.311719e-07  2.443622e-11
##    9.846986e-04  1.235518e-06  1.163476e-06  7.242953e-07 -5.344692e-11
##    4.985265e-04  5.990149e-07  5.640761e-07  3.511488e-07 -2.591130e-11
##   -2.255166e-05 -2.026435e-08 -1.907946e-08 -1.187633e-08  8.762104e-13
##    2.642847e-03 -1.515040e-06 -1.426583e-06 -8.880460e-07  6.552461e-11
##   -2.674508e-03  1.446436e-06  1.362062e-06  8.479089e-07 -6.256693e-11
##    1.094371e-03 -6.104231e-07 -5.747983e-07 -3.578165e-07  2.640229e-11
##   -2.844581e-03 -9.048202e-07 -8.519847e-07 -5.303568e-07  3.913210e-11
##    7.682005e-04  2.656280e-07  2.501515e-07  1.557303e-07 -1.149219e-11
##   -1.648407e-03 -5.354863e-07 -5.042355e-07 -3.138907e-07  2.316116e-11
##   -1.127162e-02 -3.992828e-06 -3.759760e-06 -2.340465e-06  1.726943e-10
##   -2.826969e-03 -9.971840e-07 -9.389706e-07 -5.845106e-07  4.312859e-11
##   -1.451319e-03 -5.175999e-07 -4.873918e-07 -3.034050e-07  2.238740e-11
##   -5.062264e-03 -2.140896e-06 -2.015898e-06 -1.254894e-06  9.259253e-11
##   -3.912030e-03 -1.676597e-06 -1.578734e-06 -9.827694e-07  7.251513e-11
##   -1.759825e-03 -7.601502e-07 -7.157877e-07 -4.455836e-07  3.287841e-11
##    2.134709e-03 -1.620289e-06 -1.525710e-06 -9.497604e-07  7.007934e-11
##   -1.465367e-03  1.046687e-06  9.856349e-07  6.135770e-07 -4.527580e-11
##    2.377178e-04 -1.784477e-07 -1.680328e-07 -1.046015e-07  7.718229e-12
##   -8.832448e-03 -3.616528e-06 -3.405411e-06 -2.119876e-06  1.564172e-10
##   -2.699634e-03 -1.104323e-06 -1.039856e-06 -6.473124e-07  4.776252e-11
##   -2.218945e-03 -9.196200e-07 -8.659505e-07 -5.390610e-07  3.977584e-11
##   -4.493359e-03 -1.656108e-06 -1.559430e-06 -9.707479e-07  7.162750e-11
##    7.295076e-05  4.541681e-08  4.279139e-08  2.664681e-08 -1.967441e-12
##   -1.800997e-03 -6.715392e-07 -6.323477e-07 -3.936414e-07  2.904572e-11
## d -7.475363e+00 -3.942452e+00 -4.577687e+00 -1.413450e+00 -3.084064e-05
##            [,6]          [,7]          [,8]          [,9]         [,10]
##   -1.481073e-02  5.788697e-05 -8.993615e-03 -3.180625e-03 -1.328963e-03
##    1.921453e-06 -7.588698e-09 -4.292151e-06 -1.514926e-06 -6.416355e-07
##    1.809329e-06 -7.145559e-09 -4.041606e-06 -1.426493e-06 -6.041895e-07
##    1.126326e-06 -4.448076e-09 -2.515914e-06 -8.879953e-07 -3.761128e-07
##    3.030968e-06 -2.634670e-07  1.856398e-10  6.552168e-11  2.775235e-11
##    1.011836e+00  7.216715e-02  6.609814e-06  2.332942e-06  9.881274e-07
##    7.216715e-02  1.439235e+00 -2.610399e-08 -9.213470e-09 -3.902306e-09
##    6.609814e-06 -2.610399e-08  5.181226e+00  9.035005e-01  1.938661e-02
##    2.332942e-06 -9.213470e-09  9.035005e-01  2.050790e+00 -8.875109e-02
##    9.881274e-07 -3.902306e-09  1.938661e-02 -8.875109e-02  1.317770e+00
##    4.450279e-06 -1.757556e-08 -9.940889e-06 -3.508657e-06 -1.486084e-06
##   -1.446323e-06  5.711533e-09  3.230631e-06  1.140253e-06  4.829654e-07
##    8.146408e-07 -3.217177e-09 -1.819693e-06 -6.422632e-07 -2.720322e-07
##    6.069251e-06 -2.396917e-08 -1.355724e-05 -4.785052e-06 -2.026705e-06
##    3.502609e-06 -1.383274e-08 -7.823970e-06 -2.761484e-06 -1.169626e-06
##    5.846799e-07 -2.309011e-09 -1.306020e-06 -4.609615e-07 -1.952415e-07
##   -3.321807e-06  1.311769e-08  7.419839e-06  2.618835e-06  1.109237e-06
##    1.446894e-06 -5.714199e-09 -3.232013e-06 -1.140745e-06 -4.831614e-07
##    3.508605e-07 -1.385623e-09 -7.837314e-07 -2.766192e-07 -1.171626e-07
##    2.038720e-06 -8.051606e-09 -4.554041e-06 -1.607358e-06 -6.807915e-07
##    3.508164e-06 -1.385478e-08 -7.836406e-06 -2.765875e-06 -1.171482e-06
##    5.366868e-07 -2.119478e-09 -1.198816e-06 -4.231238e-07 -1.792152e-07
##    1.108373e-06 -4.377660e-09 -2.475937e-06 -8.738907e-07 -3.701242e-07
##   -1.478440e-06  5.838255e-09  3.302343e-06  1.165562e-06  4.936888e-07
##    8.700578e-07 -3.436039e-09 -1.943482e-06 -6.859550e-07 -2.905376e-07
##   -1.902900e-06  7.514257e-09  4.250403e-06  1.500179e-06  6.354246e-07
##   -9.225495e-07  3.643118e-09  2.060677e-06  7.273168e-07  3.080632e-07
##    3.120074e-08 -1.232414e-10 -6.970037e-08 -2.460109e-08 -1.041914e-08
##    2.333069e-06 -9.214144e-09 -5.211564e-06 -1.839433e-06 -7.790845e-07
##   -2.227651e-06  8.796994e-09  4.975870e-06  1.756236e-06  7.438713e-07
##    9.400589e-07 -3.712478e-09 -2.099844e-06 -7.411430e-07 -3.139129e-07
##    1.393347e-06 -5.502913e-09 -3.112451e-06 -1.098547e-06 -4.652831e-07
##   -4.091462e-07  1.615528e-09  9.138540e-07  3.225433e-07  1.366222e-07
##    8.246570e-07 -3.256727e-09 -1.842065e-06 -6.501594e-07 -2.753768e-07
##    6.148876e-06 -2.428358e-08 -1.373509e-05 -4.847824e-06 -2.053294e-06
##    1.535625e-06 -6.064666e-09 -3.430229e-06 -1.210706e-06 -5.127922e-07
##    7.971085e-07 -3.147944e-09 -1.780532e-06 -6.284413e-07 -2.661777e-07
##    3.296849e-06 -1.302046e-08 -7.364437e-06 -2.599295e-06 -1.100921e-06
##    2.581936e-06 -1.019673e-08 -5.767405e-06 -2.035615e-06 -8.621852e-07
##    1.170642e-06 -4.623090e-09 -2.614904e-06 -9.229341e-07 -3.909112e-07
##    2.495213e-06 -9.854272e-09 -5.573696e-06 -1.967246e-06 -8.332264e-07
##   -1.612008e-06  6.365792e-09  3.600711e-06  1.270873e-06  5.382917e-07
##    2.748099e-07 -1.085285e-09 -6.138545e-07 -2.166609e-07 -9.176707e-08
##    5.569339e-06 -2.199498e-08 -1.244058e-05 -4.390927e-06 -1.859771e-06
##    1.700619e-06 -6.716265e-09 -3.798782e-06 -1.340788e-06 -5.678883e-07
##    1.416227e-06 -5.592955e-09 -3.163476e-06 -1.116553e-06 -4.729190e-07
##    2.550348e-06 -1.007211e-08 -5.696879e-06 -2.010724e-06 -8.516388e-07
##   -7.001649e-08  2.762445e-10  1.563294e-07  5.517393e-08  2.337703e-08
##    1.034179e-06 -4.084175e-09 -2.310082e-06 -8.153469e-07 -3.453422e-07
## d -2.891655e+00 -1.467435e+00 -7.033309e+00 -6.344357e+00 -1.402406e+00
##           [,11]         [,12]         [,13]         [,14]         [,15]
##    2.334479e-02 -7.671147e-03  4.291464e-03 -1.565639e-03 -8.962627e-04
##   -2.889866e-06  9.391123e-07 -5.289834e-07 -3.941132e-06 -2.274449e-06
##   -2.721160e-06  8.843317e-07 -4.981115e-07 -3.711077e-06 -2.141686e-06
##   -1.693926e-06  5.505128e-07 -3.100783e-07 -2.310158e-06 -1.333208e-06
##    1.249876e-10 -4.062215e-11  2.287983e-11  1.704578e-10  9.837260e-11
##    4.450279e-06 -1.446323e-06  8.146408e-07  6.069251e-06  3.502609e-06
##   -1.757556e-08  5.711533e-09 -3.217177e-09 -2.396917e-08 -1.383274e-08
##   -9.940889e-06  3.230631e-06 -1.819693e-06 -1.355724e-05 -7.823970e-06
##   -3.508657e-06  1.140253e-06 -6.422632e-07 -4.785052e-06 -2.761484e-06
##   -1.486084e-06  4.829654e-07 -2.720322e-07 -2.026705e-06 -1.169626e-06
##    3.575055e+00  7.178554e-01  7.158761e-02 -9.127907e-06 -5.267772e-06
##    7.178554e-01  2.225653e+00 -1.351424e-01  2.966424e-06  1.711947e-06
##    7.158761e-02 -1.351424e-01  1.308594e+00 -1.670875e-06 -9.642737e-07
##   -9.127907e-06  2.966424e-06 -1.670875e-06  6.398553e+00  1.030099e+00
##   -5.267772e-06  1.711947e-06 -9.642737e-07  1.030099e+00  3.103904e+00
##   -8.793227e-07  2.857732e-07 -1.609628e-07  1.679827e-02 -2.499351e-02
##    4.995622e-06 -1.623644e-06  9.144867e-07  6.813030e-06  3.931856e-06
##   -2.176072e-06  7.071869e-07 -3.983324e-07 -2.967694e-06 -1.712675e-06
##   -5.276746e-07  1.714891e-07 -9.659222e-08 -7.196365e-07 -4.153071e-07
##   -3.066182e-06  9.964416e-07 -5.612646e-07 -4.181604e-06 -2.413229e-06
##   -5.276151e-06  1.714655e-06 -9.658043e-07 -7.195532e-06 -4.152587e-06
##   -8.071442e-07  2.623157e-07 -1.477502e-07 -1.100775e-06 -6.352647e-07
##   -1.667036e-06  5.417063e-07 -3.051415e-07 -2.273452e-06 -1.312019e-06
##    2.223395e-06 -7.226404e-07  4.070110e-07  3.032270e-06  1.749949e-06
##   -1.308517e-06  4.252559e-07 -2.395277e-07 -1.784541e-06 -1.029871e-06
##    2.861695e-06 -9.301209e-07  5.238619e-07  3.902796e-06  2.252339e-06
##    1.387411e-06 -4.509266e-07  2.539760e-07  1.892151e-06  1.091976e-06
##   -4.692944e-08  1.524839e-08 -8.589865e-09 -6.400020e-08 -3.693468e-08
##   -3.508887e-06  1.140304e-06 -6.423002e-07 -4.785354e-06 -2.761656e-06
##    3.350154e-06 -1.088833e-06  6.132687e-07  4.568934e-06  2.636769e-06
##   -1.413793e-06  4.594708e-07 -2.587989e-07 -1.928115e-06 -1.112729e-06
##   -2.095582e-06  6.810033e-07 -3.835931e-07 -2.857910e-06 -1.649316e-06
##    6.152695e-07 -1.999953e-07  1.126350e-07  8.391169e-07  4.842634e-07
##   -1.240234e-06  4.030665e-07 -2.270286e-07 -1.691418e-06 -9.761290e-07
##   -9.247648e-06  3.005345e-06 -1.692795e-06 -1.261181e-05 -7.278357e-06
##   -2.309530e-06  7.505531e-07 -4.227609e-07 -3.149699e-06 -1.817711e-06
##   -1.198805e-06  3.896008e-07 -2.194446e-07 -1.634917e-06 -9.435217e-07
##   -4.958392e-06  1.611358e-06 -9.076315e-07 -6.762162e-06 -3.902484e-06
##   -3.883113e-06  1.261958e-06 -7.108107e-07 -5.295736e-06 -3.056204e-06
##   -1.760575e-06  5.721728e-07 -3.222785e-07 -2.401053e-06 -1.385664e-06
##   -3.752694e-06  1.219569e-06 -6.869362e-07 -5.117870e-06 -2.953556e-06
##    2.424285e-06 -7.879210e-07  4.437830e-07  3.306238e-06  1.908057e-06
##   -4.132991e-07  1.343179e-07 -7.565544e-08 -5.636524e-07 -3.252876e-07
##   -8.376083e-06  2.722078e-06 -1.533250e-06 -1.142317e-05 -6.592385e-06
##   -2.557672e-06  8.311960e-07 -4.681837e-07 -3.488112e-06 -2.013011e-06
##   -2.129920e-06  6.922065e-07 -3.898882e-07 -2.904762e-06 -1.676358e-06
##   -3.835636e-06  1.246511e-06 -7.021160e-07 -5.230978e-06 -3.018831e-06
##    1.052401e-07 -3.423909e-08  1.927246e-08  1.435440e-07  8.284341e-08
##   -1.555343e-06  5.054736e-07 -2.847101e-07 -2.121160e-06 -1.224136e-06
## d -6.036130e+00 -5.765077e+00 -1.392702e+00 -7.944477e+00 -6.994016e+00
##           [,16]         [,17]         [,18]         [,19]         [,20]
##   -1.410275e-04 -1.751170e-04 -1.080168e-05  2.238775e-06  5.975400e-04
##   -3.796584e-07  2.156859e-06 -9.395578e-07 -2.278307e-07 -1.323888e-06
##   -3.575017e-07  2.031057e-06 -8.847120e-07 -2.145338e-07 -1.246596e-06
##   -2.225478e-07  1.264375e-06 -5.507358e-07 -1.335488e-07 -7.760061e-07
##    1.642121e-11 -9.329842e-11  4.063666e-11  9.854172e-12  5.725794e-11
##    5.846799e-07 -3.321807e-06  1.446894e-06  3.508605e-07  2.038720e-06
##   -2.309011e-09  1.311769e-08 -5.714199e-09 -1.385623e-09 -8.051606e-09
##   -1.306020e-06  7.419839e-06 -3.232013e-06 -7.837314e-07 -4.554041e-06
##   -4.609615e-07  2.618835e-06 -1.140745e-06 -2.766192e-07 -1.607358e-06
##   -1.952415e-07  1.109237e-06 -4.831614e-07 -1.171626e-07 -6.807915e-07
##   -8.793227e-07  4.995622e-06 -2.176072e-06 -5.276746e-07 -3.066182e-06
##    2.857732e-07 -1.623644e-06  7.071869e-07  1.714891e-07  9.964416e-07
##   -1.609628e-07  9.144867e-07 -3.983324e-07 -9.659222e-08 -5.612646e-07
##    1.679827e-02  6.813030e-06 -2.967694e-06 -7.196365e-07 -4.181604e-06
##   -2.499351e-02  3.931856e-06 -1.712675e-06 -4.153071e-07 -2.413229e-06
##    1.437333e+00  6.563418e-07 -2.858889e-07 -6.932565e-08 -4.028274e-07
##    6.563418e-07  4.691372e+00  2.704857e-01 -2.188464e-03  2.288537e-06
##   -2.858889e-07  2.704857e-01  3.737054e+00 -3.756094e-02 -9.968850e-07
##   -6.932565e-08 -2.188464e-03 -3.756094e-02  1.333691e+00 -2.417337e-07
##   -4.028274e-07  2.288537e-06 -9.968850e-07 -2.417337e-07  5.280915e+00
##   -6.931714e-07  3.938072e-06 -1.715398e-06 -4.159665e-07  8.446094e-01
##   -1.060425e-07  6.024662e-07 -2.624219e-07 -6.363510e-08  1.773844e-02
##   -2.190039e-07  1.244129e-06 -5.419870e-07 -1.314234e-07 -7.636958e-07
##    2.921184e-07 -1.659720e-06  7.228842e-07  1.752964e-07  1.018555e-06
##   -1.719125e-07  9.766941e-07 -4.254301e-07 -1.031631e-07 -5.994465e-07
##    3.759844e-07 -2.136256e-06  9.304143e-07  2.256229e-07  1.310963e-06
##    1.822827e-07 -1.035661e-06  4.510832e-07  1.093855e-07  6.355848e-07
##   -6.165038e-09  3.502034e-08 -1.525757e-08 -3.699642e-09 -2.149930e-08
##   -4.609878e-07  2.618944e-06 -1.140818e-06 -2.766354e-07 -1.607467e-06
##    4.401526e-07 -2.500765e-06  1.089221e-06  2.641303e-07  1.534735e-06
##   -1.857438e-07  1.055277e-06 -4.596578e-07 -1.114631e-07 -6.476742e-07
##   -2.753100e-07  1.564063e-06 -6.813197e-07 -1.652117e-07 -9.600147e-07
##    8.084022e-08 -4.593445e-07  2.000424e-07  4.851075e-08  2.818572e-07
##   -1.629418e-07  9.257317e-07 -4.032297e-07 -9.777981e-08 -5.681648e-07
##   -1.214944e-06  6.902422e-06 -3.006625e-06 -7.290773e-07 -4.236458e-06
##   -3.034215e-07  1.723804e-06 -7.508810e-07 -1.820808e-07 -1.058024e-06
##   -1.574986e-07  8.948045e-07 -3.897600e-07 -9.451344e-08 -5.491860e-07
##   -6.514197e-07  3.700819e-06 -1.612084e-06 -3.909122e-07 -2.271504e-06
##   -5.101591e-07  2.898360e-06 -1.262491e-06 -3.061420e-07 -1.778900e-06
##   -2.313040e-07  1.314122e-06 -5.724049e-07 -1.388033e-07 -8.065387e-07
##   -4.930239e-07  2.801002e-06 -1.220088e-06 -2.958595e-07 -1.719154e-06
##    3.185101e-07 -1.809649e-06  7.881976e-07  1.911340e-07  1.110586e-06
##   -5.429902e-08  3.084906e-07 -1.343733e-07 -3.258434e-08 -1.893370e-07
##   -1.100435e-06  6.251833e-06 -2.723257e-06 -6.603621e-07 -3.837186e-06
##   -3.360221e-07  1.909018e-06 -8.315577e-07 -2.016442e-07 -1.171701e-06
##   -2.798285e-07  1.589806e-06 -6.924878e-07 -1.679224e-07 -9.757399e-07
##   -5.039186e-07  2.862877e-06 -1.247053e-06 -3.023975e-07 -1.757152e-06
##    1.383251e-08 -7.864842e-08  3.421955e-08  8.300078e-09  4.820719e-08
##   -2.043407e-07  1.160932e-06 -5.056792e-07 -1.226229e-07 -7.125199e-07
## d -1.466813e+00 -6.851528e+00 -6.116950e+00 -1.405506e+00 -6.268160e+00
##           [,21]         [,22]         [,23]         [,24]         [,25]
##    1.058162e-03  1.726581e-04  8.926742e-04 -1.381885e-03  7.682954e-04
##   -2.278075e-06 -3.484945e-07 -7.198037e-07  9.599465e-07 -5.649699e-07
##   -2.145091e-06 -3.281565e-07 -6.777501e-07  9.039610e-07 -5.319969e-07
##   -1.335324e-06 -2.042801e-07 -4.218888e-07  5.627361e-07 -3.311719e-07
##    9.852823e-11  1.507328e-11  3.112777e-11 -4.152462e-11  2.443622e-11
##    3.508164e-06  5.366868e-07  1.108373e-06 -1.478440e-06  8.700578e-07
##   -1.385478e-08 -2.119478e-09 -4.377660e-09  5.838255e-09 -3.436039e-09
##   -7.836406e-06 -1.198816e-06 -2.475937e-06  3.302343e-06 -1.943482e-06
##   -2.765875e-06 -4.231238e-07 -8.738907e-07  1.165562e-06 -6.859550e-07
##   -1.171482e-06 -1.792152e-07 -3.701242e-07  4.936888e-07 -2.905376e-07
##   -5.276151e-06 -8.071442e-07 -1.667036e-06  2.223395e-06 -1.308517e-06
##    1.714655e-06  2.623157e-07  5.417063e-07 -7.226404e-07  4.252559e-07
##   -9.658043e-07 -1.477502e-07 -3.051415e-07  4.070110e-07 -2.395277e-07
##   -7.195532e-06 -1.100775e-06 -2.273452e-06  3.032270e-06 -1.784541e-06
##   -4.152587e-06 -6.352647e-07 -1.312019e-06  1.749949e-06 -1.029871e-06
##   -6.931714e-07 -1.060425e-07 -2.190039e-07  2.921184e-07 -1.719125e-07
##    3.938072e-06  6.024662e-07  1.244129e-06 -1.659720e-06  9.766941e-07
##   -1.715398e-06 -2.624219e-07 -5.419870e-07  7.228842e-07 -4.254301e-07
##   -4.159665e-07 -6.363510e-08 -1.314234e-07  1.752964e-07 -1.031631e-07
##    8.446094e-01  1.773844e-02 -7.636958e-07  1.018555e-06 -5.994465e-07
##    1.859203e+00 -3.317165e-02 -1.314117e-06  1.752714e-06 -1.031506e-06
##   -3.317165e-02  1.444338e+00 -2.010272e-07  2.681400e-07 -1.578012e-07
##   -1.314117e-06 -2.010272e-07  6.669876e+00  9.218114e-01  4.552576e-03
##    1.752714e-06  2.681400e-07  9.218114e-01  3.164556e+00 -1.146552e-02
##   -1.031506e-06 -1.578012e-07  4.552576e-03 -1.146552e-02  1.148925e+00
##    2.255892e-06  3.451219e-07  7.126639e-07 -9.507948e-07  5.594967e-07
##    1.093702e-06  1.673201e-07  3.455267e-07 -4.609456e-07  2.712526e-07
##   -3.699407e-08 -5.658988e-09 -1.169075e-08  1.558615e-08 -9.174272e-09
##   -2.766053e-06 -4.231479e-07 -8.739662e-07  1.165609e-06 -6.859950e-07
##    2.640940e-06  4.040229e-07  8.343443e-07 -1.113023e-06  6.549862e-07
##   -1.114495e-06 -1.704971e-07 -3.521197e-07  4.696724e-07 -2.764042e-07
##   -1.651944e-06 -2.527114e-07 -5.219591e-07  6.961132e-07 -4.096886e-07
##    4.850233e-07  7.420446e-08  1.532107e-07 -2.044448e-07  1.202965e-07
##   -9.776782e-07 -1.495668e-07 -3.088924e-07  4.120159e-07 -2.424726e-07
##   -7.289925e-06 -1.115216e-06 -2.303270e-06  3.072057e-06 -1.807952e-06
##   -1.820602e-06 -2.785153e-07 -5.752310e-07  7.672116e-07 -4.515205e-07
##   -9.450195e-07 -1.445704e-07 -2.985753e-07  3.982509e-07 -2.343727e-07
##   -3.908696e-06 -5.979484e-07 -1.234998e-06  1.647116e-06 -9.693764e-07
##   -3.061060e-06 -4.682830e-07 -9.671456e-07  1.289972e-06 -7.591653e-07
##   -1.387864e-06 -2.123176e-07 -4.384887e-07  5.848768e-07 -3.442021e-07
##   -2.958250e-06 -4.525544e-07 -9.346665e-07  1.246640e-06 -7.336668e-07
##    1.911075e-06  2.923653e-07  6.037566e-07 -8.054268e-07  4.739711e-07
##   -3.258042e-07 -4.984192e-08 -1.029371e-07  1.373000e-07 -8.080205e-08
##   -6.602867e-06 -1.010107e-06 -2.086209e-06  2.782497e-06 -1.637553e-06
##   -2.016213e-06 -3.084400e-07 -6.370342e-07  8.496447e-07 -5.000333e-07
##   -1.679019e-06 -2.568590e-07 -5.304783e-07  7.075756e-07 -4.164110e-07
##   -3.023631e-06 -4.625548e-07 -9.553341e-07  1.274177e-06 -7.498795e-07
##    8.296635e-08  1.269704e-08  2.618328e-08 -3.500817e-08  2.058276e-08
##   -1.226079e-06 -1.875675e-07 -3.873742e-07  5.166966e-07 -3.040780e-07
## d -6.095908e+00 -1.469281e+00 -7.825226e+00 -7.242745e+00 -1.304983e+00
##           [,26]         [,27]         [,28]         [,29]         [,30]
##    9.846986e-04  4.985265e-04 -2.255166e-05  2.642847e-03 -2.674508e-03
##    1.235518e-06  5.990149e-07 -2.026435e-08 -1.515040e-06  1.446436e-06
##    1.163476e-06  5.640761e-07 -1.907946e-08 -1.426583e-06  1.362062e-06
##    7.242953e-07  3.511488e-07 -1.187633e-08 -8.880460e-07  8.479089e-07
##   -5.344692e-11 -2.591130e-11  8.762104e-13  6.552461e-11 -6.256693e-11
##   -1.902900e-06 -9.225495e-07  3.120074e-08  2.333069e-06 -2.227651e-06
##    7.514257e-09  3.643118e-09 -1.232414e-10 -9.214144e-09  8.796994e-09
##    4.250403e-06  2.060677e-06 -6.970037e-08 -5.211564e-06  4.975870e-06
##    1.500179e-06  7.273168e-07 -2.460109e-08 -1.839433e-06  1.756236e-06
##    6.354246e-07  3.080632e-07 -1.041914e-08 -7.790845e-07  7.438713e-07
##    2.861695e-06  1.387411e-06 -4.692944e-08 -3.508887e-06  3.350154e-06
##   -9.301209e-07 -4.509266e-07  1.524839e-08  1.140304e-06 -1.088833e-06
##    5.238619e-07  2.539760e-07 -8.589865e-09 -6.423002e-07  6.132687e-07
##    3.902796e-06  1.892151e-06 -6.400020e-08 -4.785354e-06  4.568934e-06
##    2.252339e-06  1.091976e-06 -3.693468e-08 -2.761656e-06  2.636769e-06
##    3.759844e-07  1.822827e-07 -6.165038e-09 -4.609878e-07  4.401526e-07
##   -2.136256e-06 -1.035661e-06  3.502034e-08  2.618944e-06 -2.500765e-06
##    9.304143e-07  4.510832e-07 -1.525757e-08 -1.140818e-06  1.089221e-06
##    2.256229e-07  1.093855e-07 -3.699642e-09 -2.766354e-07  2.641303e-07
##    1.310963e-06  6.355848e-07 -2.149930e-08 -1.607467e-06  1.534735e-06
##    2.255892e-06  1.093702e-06 -3.699407e-08 -2.766053e-06  2.640940e-06
##    3.451219e-07  1.673201e-07 -5.658988e-09 -4.231479e-07  4.040229e-07
##    7.126639e-07  3.455267e-07 -1.169075e-08 -8.739662e-07  8.343443e-07
##   -9.507948e-07 -4.609456e-07  1.558615e-08  1.165609e-06 -1.113023e-06
##    5.594967e-07  2.712526e-07 -9.174272e-09 -6.859950e-07  6.549862e-07
##    3.957148e+00  6.180603e-01 -4.051161e-02  1.500230e-06 -1.432588e-06
##    6.180603e-01  2.904551e+00 -6.668609e-03  7.273474e-07 -6.945248e-07
##   -4.051161e-02 -6.668609e-03  1.052258e+00 -2.460376e-08  2.348578e-08
##    1.500230e-06  7.273474e-07 -2.460376e-08  5.716818e+00  9.809376e-01
##   -1.432588e-06 -6.945248e-07  2.348578e-08  9.809376e-01  3.473837e+00
##    6.045131e-07  2.930769e-07 -9.912321e-09  7.785416e-03  6.268448e-03
##    8.959486e-07  4.343801e-07 -1.469434e-08 -1.098627e-06  1.048892e-06
##   -2.631534e-07 -1.275712e-07  4.312101e-09  3.225475e-07 -3.080364e-07
##    5.303040e-07  2.570990e-07 -8.695434e-09 -6.501966e-07  6.208096e-07
##    3.954008e-06  1.916977e-06 -6.483945e-08 -4.848127e-06  4.628881e-06
##    9.874656e-07  4.787442e-07 -1.619356e-08 -1.210785e-06  1.156014e-06
##    5.125866e-07  2.485098e-07 -8.405041e-09 -6.284778e-07  6.000696e-07
##    2.119968e-06  1.027811e-06 -3.476745e-08 -2.599474e-06  2.481840e-06
##    1.660309e-06  8.049479e-07 -2.722604e-08 -2.035741e-06  1.943688e-06
##    7.527924e-07  3.649648e-07 -1.234363e-08 -9.229870e-07  8.812699e-07
##    1.604536e-06  7.779093e-07 -2.631183e-08 -1.967369e-06  1.878399e-06
##   -1.036678e-06 -5.025848e-07  1.699492e-08  1.270927e-06 -1.213569e-06
##    1.767178e-07  8.567564e-08 -2.897741e-09 -2.166737e-07  2.068787e-07
##    3.581311e-06  1.736293e-06 -5.872945e-08 -4.391210e-06  4.192589e-06
##    1.093564e-06  5.301828e-07 -1.793337e-08 -1.340875e-06  1.280221e-06
##    9.107173e-07  4.415292e-07 -1.493318e-08 -1.116618e-06  1.066148e-06
##    1.639974e-06  7.950934e-07 -2.689394e-08 -2.010855e-06  1.919896e-06
##   -4.507191e-08 -2.184227e-08  7.362459e-10  5.516309e-08 -5.273597e-08
##    6.650377e-07  3.224201e-07 -1.090475e-08 -8.153938e-07  7.785387e-07
## d -5.639178e+00 -5.609682e+00 -1.265634e+00 -7.111523e+00 -6.798164e+00
##           [,31]         [,32]         [,33]         [,34]         [,35]
##    1.094371e-03 -2.844581e-03  7.682005e-04 -1.648407e-03 -1.127162e-02
##   -6.104231e-07 -9.048202e-07  2.656280e-07 -5.354863e-07 -3.992828e-06
##   -5.747983e-07 -8.519847e-07  2.501515e-07 -5.042355e-07 -3.759760e-06
##   -3.578165e-07 -5.303568e-07  1.557303e-07 -3.138907e-07 -2.340465e-06
##    2.640229e-11  3.913210e-11 -1.149219e-11  2.316116e-11  1.726943e-10
##    9.400589e-07  1.393347e-06 -4.091462e-07  8.246570e-07  6.148876e-06
##   -3.712478e-09 -5.502913e-09  1.615528e-09 -3.256727e-09 -2.428358e-08
##   -2.099844e-06 -3.112451e-06  9.138540e-07 -1.842065e-06 -1.373509e-05
##   -7.411430e-07 -1.098547e-06  3.225433e-07 -6.501594e-07 -4.847824e-06
##   -3.139129e-07 -4.652831e-07  1.366222e-07 -2.753768e-07 -2.053294e-06
##   -1.413793e-06 -2.095582e-06  6.152695e-07 -1.240234e-06 -9.247648e-06
##    4.594708e-07  6.810033e-07 -1.999953e-07  4.030665e-07  3.005345e-06
##   -2.587989e-07 -3.835931e-07  1.126350e-07 -2.270286e-07 -1.692795e-06
##   -1.928115e-06 -2.857910e-06  8.391169e-07 -1.691418e-06 -1.261181e-05
##   -1.112729e-06 -1.649316e-06  4.842634e-07 -9.761290e-07 -7.278357e-06
##   -1.857438e-07 -2.753100e-07  8.084022e-08 -1.629418e-07 -1.214944e-06
##    1.055277e-06  1.564063e-06 -4.593445e-07  9.257317e-07  6.902422e-06
##   -4.596578e-07 -6.813197e-07  2.000424e-07 -4.032297e-07 -3.006625e-06
##   -1.114631e-07 -1.652117e-07  4.851075e-08 -9.777981e-08 -7.290773e-07
##   -6.476742e-07 -9.600147e-07  2.818572e-07 -5.681648e-07 -4.236458e-06
##   -1.114495e-06 -1.651944e-06  4.850233e-07 -9.776782e-07 -7.289925e-06
##   -1.704971e-07 -2.527114e-07  7.420446e-08 -1.495668e-07 -1.115216e-06
##   -3.521197e-07 -5.219591e-07  1.532107e-07 -3.088924e-07 -2.303270e-06
##    4.696724e-07  6.961132e-07 -2.044448e-07  4.120159e-07  3.072057e-06
##   -2.764042e-07 -4.096886e-07  1.202965e-07 -2.424726e-07 -1.807952e-06
##    6.045131e-07  8.959486e-07 -2.631534e-07  5.303040e-07  3.954008e-06
##    2.930769e-07  4.343801e-07 -1.275712e-07  2.570990e-07  1.916977e-06
##   -9.912321e-09 -1.469434e-08  4.312101e-09 -8.695434e-09 -6.483945e-08
##    7.785416e-03 -1.098627e-06  3.225475e-07 -6.501966e-07 -4.848127e-06
##    6.268448e-03  1.048892e-06 -3.080364e-07  6.208096e-07  4.628881e-06
##    1.302544e+00 -4.426493e-07  1.299757e-07 -2.619808e-07 -1.953410e-06
##   -4.426493e-07  3.417122e+00  3.327271e-01 -2.268625e-02 -2.895398e-06
##    1.299757e-07  3.327271e-01  7.599569e-01 -4.599481e-03  8.501296e-07
##   -2.619808e-07 -2.268625e-02 -4.599481e-03  1.401301e+00 -1.713608e-06
##   -1.953410e-06 -2.895398e-06  8.501296e-07 -1.713608e-06  1.810959e+00
##   -4.878471e-07 -7.231066e-07  2.123071e-07 -4.279584e-07  3.910329e-01
##   -2.532292e-07 -3.753383e-07  1.102105e-07 -2.221427e-07  5.808445e-02
##   -1.047366e-06 -1.552465e-06  4.557905e-07 -9.187898e-07 -6.850866e-06
##   -8.202436e-07 -1.215784e-06  3.569754e-07 -7.195498e-07 -5.365209e-06
##   -3.718949e-07 -5.512242e-07  1.618573e-07 -3.262409e-07 -2.432552e-06
##   -7.926935e-07 -1.174952e-06  3.449825e-07 -6.953817e-07 -5.185009e-06
##    5.121056e-07  7.590126e-07 -2.229086e-07  4.492399e-07  3.349618e-06
##   -8.730298e-08 -1.294015e-07  3.799569e-08 -7.658561e-08 -5.710469e-07
##   -1.769301e-06 -2.622522e-06  7.699922e-07 -1.552100e-06 -1.157302e-05
##   -5.402631e-07 -8.007986e-07  2.351189e-07 -4.739397e-07 -3.533869e-06
##   -4.499134e-07 -6.668639e-07  1.958125e-07 -3.946818e-07 -2.942869e-06
##   -8.102104e-07 -1.200925e-06  3.525983e-07 -7.107480e-07 -5.299599e-06
##    2.223952e-08  3.293836e-08 -9.701131e-09  1.950989e-08  1.454313e-07
##   -3.285427e-07 -4.869677e-07  1.429891e-07 -2.882106e-07 -2.148987e-06
## d -1.382669e+00 -4.259863e+00 -3.716728e+00 -1.447021e+00 -4.290842e+00
##           [,36]         [,37]         [,38]         [,39]         [,40]
##   -2.826969e-03 -1.451319e-03 -5.062264e-03 -3.912030e-03 -1.759825e-03
##   -9.971840e-07 -5.175999e-07 -2.140896e-06 -1.676597e-06 -7.601502e-07
##   -9.389706e-07 -4.873918e-07 -2.015898e-06 -1.578734e-06 -7.157877e-07
##   -5.845106e-07 -3.034050e-07 -1.254894e-06 -9.827694e-07 -4.455836e-07
##    4.312859e-11  2.238740e-11  9.259253e-11  7.251513e-11  3.287841e-11
##    1.535625e-06  7.971085e-07  3.296849e-06  2.581936e-06  1.170642e-06
##   -6.064666e-09 -3.147944e-09 -1.302046e-08 -1.019673e-08 -4.623090e-09
##   -3.430229e-06 -1.780532e-06 -7.364437e-06 -5.767405e-06 -2.614904e-06
##   -1.210706e-06 -6.284413e-07 -2.599295e-06 -2.035615e-06 -9.229341e-07
##   -5.127922e-07 -2.661777e-07 -1.100921e-06 -8.621852e-07 -3.909112e-07
##   -2.309530e-06 -1.198805e-06 -4.958392e-06 -3.883113e-06 -1.760575e-06
##    7.505531e-07  3.896008e-07  1.611358e-06  1.261958e-06  5.721728e-07
##   -4.227609e-07 -2.194446e-07 -9.076315e-07 -7.108107e-07 -3.222785e-07
##   -3.149699e-06 -1.634917e-06 -6.762162e-06 -5.295736e-06 -2.401053e-06
##   -1.817711e-06 -9.435217e-07 -3.902484e-06 -3.056204e-06 -1.385664e-06
##   -3.034215e-07 -1.574986e-07 -6.514197e-07 -5.101591e-07 -2.313040e-07
##    1.723804e-06  8.948045e-07  3.700819e-06  2.898360e-06  1.314122e-06
##   -7.508810e-07 -3.897600e-07 -1.612084e-06 -1.262491e-06 -5.724049e-07
##   -1.820808e-07 -9.451344e-08 -3.909122e-07 -3.061420e-07 -1.388033e-07
##   -1.058024e-06 -5.491860e-07 -2.271504e-06 -1.778900e-06 -8.065387e-07
##   -1.820602e-06 -9.450195e-07 -3.908696e-06 -3.061060e-06 -1.387864e-06
##   -2.785153e-07 -1.445704e-07 -5.979484e-07 -4.682830e-07 -2.123176e-07
##   -5.752310e-07 -2.985753e-07 -1.234998e-06 -9.671456e-07 -4.384887e-07
##    7.672116e-07  3.982509e-07  1.647116e-06  1.289972e-06  5.848768e-07
##   -4.515205e-07 -2.343727e-07 -9.693764e-07 -7.591653e-07 -3.442021e-07
##    9.874656e-07  5.125866e-07  2.119968e-06  1.660309e-06  7.527924e-07
##    4.787442e-07  2.485098e-07  1.027811e-06  8.049479e-07  3.649648e-07
##   -1.619356e-08 -8.405041e-09 -3.476745e-08 -2.722604e-08 -1.234363e-08
##   -1.210785e-06 -6.284778e-07 -2.599474e-06 -2.035741e-06 -9.229870e-07
##    1.156014e-06  6.000696e-07  2.481840e-06  1.943688e-06  8.812699e-07
##   -4.878471e-07 -2.532292e-07 -1.047366e-06 -8.202436e-07 -3.718949e-07
##   -7.231066e-07 -3.753383e-07 -1.552465e-06 -1.215784e-06 -5.512242e-07
##    2.123071e-07  1.102105e-07  4.557905e-07  3.569754e-07  1.618573e-07
##   -4.279584e-07 -2.221427e-07 -9.187898e-07 -7.195498e-07 -3.262409e-07
##    3.910329e-01  5.808445e-02 -6.850866e-06 -5.365209e-06 -2.432552e-06
##    1.223541e+00 -5.221719e-02 -1.710955e-06 -1.339917e-06 -6.075086e-07
##   -5.221719e-02  1.177092e+00 -8.880991e-07 -6.955134e-07 -3.153426e-07
##   -1.710955e-06 -8.880991e-07  2.906279e+00  4.818069e-01  4.575962e-02
##   -1.339917e-06 -6.955134e-07  4.818069e-01  1.993671e+00 -6.550415e-02
##   -6.075086e-07 -3.153426e-07  4.575962e-02 -6.550415e-02  1.285248e+00
##   -1.294914e-06 -6.721527e-07 -2.780080e-06 -2.177201e-06 -9.871294e-07
##    8.365311e-07  4.342316e-07  1.795942e-06  1.406520e-06  6.377182e-07
##   -1.426141e-07 -7.402725e-08 -3.061806e-07 -2.397845e-07 -1.087171e-07
##   -2.890273e-06 -1.500253e-06 -6.205199e-06 -4.859546e-06 -2.203284e-06
##   -8.825568e-07 -4.581082e-07 -1.894784e-06 -1.483882e-06 -6.727814e-07
##   -7.349559e-07 -3.814973e-07 -1.577887e-06 -1.235721e-06 -5.602707e-07
##   -1.323534e-06 -6.870061e-07 -2.841530e-06 -2.225317e-06 -1.008943e-06
##    3.631495e-08  1.885723e-08  7.795082e-08  6.107010e-08  2.769500e-08
##   -5.366909e-07 -2.785828e-07 -1.152229e-06 -9.023672e-07 -4.091294e-07
## d -4.762489e+00 -1.330253e+00 -4.996771e+00 -5.270071e+00 -1.383447e+00
##           [,41]         [,42]         [,43]         [,44]         [,45]
##    2.134709e-03 -1.465367e-03  2.377178e-04 -8.832448e-03 -2.699634e-03
##   -1.620289e-06  1.046687e-06 -1.784477e-07 -3.616528e-06 -1.104323e-06
##   -1.525710e-06  9.856349e-07 -1.680328e-07 -3.405411e-06 -1.039856e-06
##   -9.497604e-07  6.135770e-07 -1.046015e-07 -2.119876e-06 -6.473124e-07
##    7.007934e-11 -4.527580e-11  7.718229e-12  1.564172e-10  4.776252e-11
##    2.495213e-06 -1.612008e-06  2.748099e-07  5.569339e-06  1.700619e-06
##   -9.854272e-09  6.365792e-09 -1.085285e-09 -2.199498e-08 -6.716265e-09
##   -5.573696e-06  3.600711e-06 -6.138545e-07 -1.244058e-05 -3.798782e-06
##   -1.967246e-06  1.270873e-06 -2.166609e-07 -4.390927e-06 -1.340788e-06
##   -8.332264e-07  5.382917e-07 -9.176707e-08 -1.859771e-06 -5.678883e-07
##   -3.752694e-06  2.424285e-06 -4.132991e-07 -8.376083e-06 -2.557672e-06
##    1.219569e-06 -7.879210e-07  1.343179e-07  2.722078e-06  8.311960e-07
##   -6.869362e-07  4.437830e-07 -7.565544e-08 -1.533250e-06 -4.681837e-07
##   -5.117870e-06  3.306238e-06 -5.636524e-07 -1.142317e-05 -3.488112e-06
##   -2.953556e-06  1.908057e-06 -3.252876e-07 -6.592385e-06 -2.013011e-06
##   -4.930239e-07  3.185101e-07 -5.429902e-08 -1.100435e-06 -3.360221e-07
##    2.801002e-06 -1.809649e-06  3.084906e-07  6.251833e-06  1.909018e-06
##   -1.220088e-06  7.881976e-07 -1.343733e-07 -2.723257e-06 -8.315577e-07
##   -2.958595e-07  1.911340e-07 -3.258434e-08 -6.603621e-07 -2.016442e-07
##   -1.719154e-06  1.110586e-06 -1.893370e-07 -3.837186e-06 -1.171701e-06
##   -2.958250e-06  1.911075e-06 -3.258042e-07 -6.602867e-06 -2.016213e-06
##   -4.525544e-07  2.923653e-07 -4.984192e-08 -1.010107e-06 -3.084400e-07
##   -9.346665e-07  6.037566e-07 -1.029371e-07 -2.086209e-06 -6.370342e-07
##    1.246640e-06 -8.054268e-07  1.373000e-07  2.782497e-06  8.496447e-07
##   -7.336668e-07  4.739711e-07 -8.080205e-08 -1.637553e-06 -5.000333e-07
##    1.604536e-06 -1.036678e-06  1.767178e-07  3.581311e-06  1.093564e-06
##    7.779093e-07 -5.025848e-07  8.567564e-08  1.736293e-06  5.301828e-07
##   -2.631183e-08  1.699492e-08 -2.897741e-09 -5.872945e-08 -1.793337e-08
##   -1.967369e-06  1.270927e-06 -2.166737e-07 -4.391210e-06 -1.340875e-06
##    1.878399e-06 -1.213569e-06  2.068787e-07  4.192589e-06  1.280221e-06
##   -7.926935e-07  5.121056e-07 -8.730298e-08 -1.769301e-06 -5.402631e-07
##   -1.174952e-06  7.590126e-07 -1.294015e-07 -2.622522e-06 -8.007986e-07
##    3.449825e-07 -2.229086e-07  3.799569e-08  7.699922e-07  2.351189e-07
##   -6.953817e-07  4.492399e-07 -7.658561e-08 -1.552100e-06 -4.739397e-07
##   -5.185009e-06  3.349618e-06 -5.710469e-07 -1.157302e-05 -3.533869e-06
##   -1.294914e-06  8.365311e-07 -1.426141e-07 -2.890273e-06 -8.825568e-07
##   -6.721527e-07  4.342316e-07 -7.402725e-08 -1.500253e-06 -4.581082e-07
##   -2.780080e-06  1.795942e-06 -3.061806e-07 -6.205199e-06 -1.894784e-06
##   -2.177201e-06  1.406520e-06 -2.397845e-07 -4.859546e-06 -1.483882e-06
##   -9.871294e-07  6.377182e-07 -1.087171e-07 -2.203284e-06 -6.727814e-07
##    4.001814e+00  5.431833e-01 -8.286633e-04 -4.696331e-06 -1.434044e-06
##    5.431833e-01  3.197590e+00  4.055841e-03  3.033901e-06  9.264119e-07
##   -8.286633e-04  4.055841e-03  1.347717e+00 -5.172261e-07 -1.579370e-07
##   -4.696331e-06  3.033901e-06 -5.172261e-07  3.866909e+00  9.034203e-01
##   -1.434044e-06  9.264119e-07 -1.579370e-07  9.034203e-01  2.177447e+00
##   -1.194216e-06  7.715025e-07 -1.315245e-07  3.719850e-02 -8.099164e-02
##   -2.150577e-06  1.389302e-06 -2.368517e-07 -4.800126e-06 -1.465738e-06
##    5.901608e-08 -3.816410e-08  6.500857e-09  1.317120e-07  4.021763e-08
##   -8.720588e-07  5.633782e-07 -9.604385e-08 -1.946446e-06 -5.943547e-07
## d -4.937878e+00 -4.363455e+00 -1.423734e+00 -6.029157e+00 -5.790402e+00
##           [,46]         [,47]         [,48]         [,49]         [,50]
##   -2.218945e-03 -4.493359e-03  7.295076e-05 -1.800997e-03 -7.475363e+00
##   -9.196200e-07 -1.656108e-06  4.541681e-08 -6.715392e-07 -3.942452e+00
##   -8.659505e-07 -1.559430e-06  4.279139e-08 -6.323477e-07 -4.577687e+00
##   -5.390610e-07 -9.707479e-07  2.664681e-08 -3.936414e-07 -1.413450e+00
##    3.977584e-11  7.162750e-11 -1.967441e-12  2.904572e-11 -3.084064e-05
##    1.416227e-06  2.550348e-06 -7.001649e-08  1.034179e-06 -2.891655e+00
##   -5.592955e-09 -1.007211e-08  2.762445e-10 -4.084175e-09 -1.467435e+00
##   -3.163476e-06 -5.696879e-06  1.563294e-07 -2.310082e-06 -7.033309e+00
##   -1.116553e-06 -2.010724e-06  5.517393e-08 -8.153469e-07 -6.344357e+00
##   -4.729190e-07 -8.516388e-07  2.337703e-08 -3.453422e-07 -1.402406e+00
##   -2.129920e-06 -3.835636e-06  1.052401e-07 -1.555343e-06 -6.036130e+00
##    6.922065e-07  1.246511e-06 -3.423909e-08  5.054736e-07 -5.765077e+00
##   -3.898882e-07 -7.021160e-07  1.927246e-08 -2.847101e-07 -1.392702e+00
##   -2.904762e-06 -5.230978e-06  1.435440e-07 -2.121160e-06 -7.944477e+00
##   -1.676358e-06 -3.018831e-06  8.284341e-08 -1.224136e-06 -6.994016e+00
##   -2.798285e-07 -5.039186e-07  1.383251e-08 -2.043407e-07 -1.466813e+00
##    1.589806e-06  2.862877e-06 -7.864842e-08  1.160932e-06 -6.851528e+00
##   -6.924878e-07 -1.247053e-06  3.421955e-08 -5.056792e-07 -6.116950e+00
##   -1.679224e-07 -3.023975e-07  8.300078e-09 -1.226229e-07 -1.405506e+00
##   -9.757399e-07 -1.757152e-06  4.820719e-08 -7.125199e-07 -6.268160e+00
##   -1.679019e-06 -3.023631e-06  8.296635e-08 -1.226079e-06 -6.095908e+00
##   -2.568590e-07 -4.625548e-07  1.269704e-08 -1.875675e-07 -1.469281e+00
##   -5.304783e-07 -9.553341e-07  2.618328e-08 -3.873742e-07 -7.825226e+00
##    7.075756e-07  1.274177e-06 -3.500817e-08  5.166966e-07 -7.242745e+00
##   -4.164110e-07 -7.498795e-07  2.058276e-08 -3.040780e-07 -1.304983e+00
##    9.107173e-07  1.639974e-06 -4.507191e-08  6.650377e-07 -5.639178e+00
##    4.415292e-07  7.950934e-07 -2.184227e-08  3.224201e-07 -5.609682e+00
##   -1.493318e-08 -2.689394e-08  7.362459e-10 -1.090475e-08 -1.265634e+00
##   -1.116618e-06 -2.010855e-06  5.516309e-08 -8.153938e-07 -7.111523e+00
##    1.066148e-06  1.919896e-06 -5.273597e-08  7.785387e-07 -6.798164e+00
##   -4.499134e-07 -8.102104e-07  2.223952e-08 -3.285427e-07 -1.382669e+00
##   -6.668639e-07 -1.200925e-06  3.293836e-08 -4.869677e-07 -4.259863e+00
##    1.958125e-07  3.525983e-07 -9.701131e-09  1.429891e-07 -3.716728e+00
##   -3.946818e-07 -7.107480e-07  1.950989e-08 -2.882106e-07 -1.447021e+00
##   -2.942869e-06 -5.299599e-06  1.454313e-07 -2.148987e-06 -4.290842e+00
##   -7.349559e-07 -1.323534e-06  3.631495e-08 -5.366909e-07 -4.762489e+00
##   -3.814973e-07 -6.870061e-07  1.885723e-08 -2.785828e-07 -1.330253e+00
##   -1.577887e-06 -2.841530e-06  7.795082e-08 -1.152229e-06 -4.996771e+00
##   -1.235721e-06 -2.225317e-06  6.107010e-08 -9.023672e-07 -5.270071e+00
##   -5.602707e-07 -1.008943e-06  2.769500e-08 -4.091294e-07 -1.383447e+00
##   -1.194216e-06 -2.150577e-06  5.901608e-08 -8.720588e-07 -4.937878e+00
##    7.715025e-07  1.389302e-06 -3.816410e-08  5.633782e-07 -4.363455e+00
##   -1.315245e-07 -2.368517e-07  6.500857e-09 -9.604385e-08 -1.423734e+00
##    3.719850e-02 -4.800126e-06  1.317120e-07 -1.946446e-06 -6.029157e+00
##   -8.099164e-02 -1.465738e-06  4.021763e-08 -5.943547e-07 -5.790402e+00
##    1.183322e+00 -1.220606e-06  3.350474e-08 -4.949593e-07 -1.322369e+00
##   -1.220606e-06  3.205990e+00  3.463999e-01 -2.552190e-02 -4.240483e+00
##    3.350474e-08  3.463999e-01  9.729688e-01 -2.711952e-03 -3.648741e+00
##   -4.949593e-07 -2.552190e-02 -2.711952e-03  1.262510e+00 -1.371846e+00
## d -1.322369e+00 -4.240483e+00 -3.648741e+00 -1.371846e+00  1.815500e+03
## 
## Model rank =  1025 / 1025 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                 k'   edf k-index p-value    
## s(bb.sp)                     16.00 14.95      NA      NA    
## te(yday,elev.mean):bb.spbss  63.00 19.87    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.00  8.72    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 29.56    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.00 26.39    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.00 32.81    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 28.75    0.49  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.00 27.67    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00 32.75    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00 25.03    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00 30.58    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 18.85    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 20.77    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 23.30    0.49  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00 21.45    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 26.28    0.49  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 18.52    0.49  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#weighted_fl_abundance.2011.sum.bin <- summary(weighted_fl_abundance.2011.bin)
#print(plot(weighted_fl_abundance.2011.bin, allTerms = TRUE), pages = 4)
#weighted_fl_abundance.2011.ck.bin <- check2D(weighted_fl_abundance.2011.bin, x1 = "yday", x2 = "elev.mean")

### 2012
weighted_fl_abundance.2012 <- bam(log(fl.abund.wt + 0.01) ~
                                      s(bb.sp, bs = "re") +
                                      #s(management, bs = "re") +
                                      #s(site, bs = "re") +
                                      te(yday, elev.mean, 
                                                by = bb.sp,
                                                #id = 0,
                                                bs= c("gp", "tp"), 
                                                k=c(8, 8), 
                                                m=2),
                                    data = filter(fl_abund_wt, year == 2012),
                                    discrete = TRUE,
                                    family = "gaussian",
                                    select = TRUE,
                                    method = "fREML") %>% getViz(nsim = 500)

check.gamViz(weighted_fl_abundance.2012)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1] -2.829205e-09  2.804867e-12 -2.259526e-12 -7.731149e-12  4.275262e-09
##  [6]  7.029293e-10  3.085131e-08  3.367973e-12 -1.120881e-12 -1.092282e-11
## [11]  2.247091e-11  6.554757e-12  1.570744e-11  1.133671e-11  2.325251e-12
## [16] -8.480106e-12 -8.295586e-13 -8.579804e-13 -6.961987e-05  4.723333e-12
## [21]  2.589928e-12 -1.054068e-11  1.136868e-11  2.563283e-12 -8.442136e-12
## [26]  4.639844e-12 -2.179590e-12 -8.533951e-12  1.104539e-11  3.355538e-12
## [31] -8.371748e-12  1.220357e-12 -1.218581e-12 -9.443113e-12 -9.947598e-13
## [36] -1.923794e-12 -6.744383e-12  3.385736e-12 -2.829736e-12 -7.290613e-12
## [41]  1.285017e-11  1.261213e-12 -5.359713e-12  3.018030e-12 -3.224088e-12
## [46] -7.452483e-12  1.593392e-12 -1.884715e-12 -8.902656e-12 -3.400964e-08
## 
## $hess
##            [,1]          [,2]          [,3]          [,4]          [,5]
##    6.685631e+00 -5.348930e-02  3.120668e-02  1.094976e-01  2.425809e-01
##   -5.348930e-02  5.045565e+00  1.120690e+00  1.172624e-01 -2.541035e-04
##    3.120668e-02  1.120690e+00  3.871724e+00 -2.718143e-01  2.038759e-04
##    1.094976e-01  1.172624e-01 -2.718143e-01  1.147420e+00  6.930627e-04
##    2.425809e-01 -2.541035e-04  2.038759e-04  6.930627e-04  3.651295e+00
##   -4.290419e-03  2.832275e-06 -2.443934e-06 -8.258010e-06  8.499415e-01
##   -1.586985e-01  1.571127e-04 -1.269984e-04 -4.314483e-04  1.393848e-01
##   -4.230072e-02 -1.483380e-04  1.180139e-04  4.014727e-04 -3.032982e-04
##    6.646650e-03  4.877937e-05 -3.970448e-05 -1.348075e-04  1.009270e-04
##    8.551012e-02  4.745982e-04 -3.837308e-04 -1.303610e-03  9.785516e-04
##    3.566152e-01 -9.641137e-04  7.742312e-04  2.631747e-03 -1.980836e-03
##    1.052005e-01 -2.811042e-04  2.258794e-04  7.677631e-04 -5.777314e-04
##    2.508518e-01 -6.782995e-04  5.447032e-04  1.851543e-03 -1.393605e-03
##   -7.944590e-03 -4.969234e-04  3.985144e-04  1.354777e-03 -1.020246e-03
##   -1.554808e-03 -9.698790e-05  7.778024e-05  2.644195e-04 -1.991276e-04
##   -1.888487e-02  3.709377e-04 -3.004509e-04 -1.020537e-03  7.655271e-04
##    7.714799e-03  3.654159e-05 -2.950595e-05 -1.002489e-04  7.529118e-05
##    7.136422e-03  3.761472e-05 -3.047306e-05 -1.035056e-04  7.763582e-05
##    1.363438e-06  7.918032e-09 -6.432034e-09 -2.184222e-08  1.636564e-08
##   -7.868101e-04 -2.072182e-04  1.656402e-04  5.632630e-04 -4.247262e-04
##    2.659718e-03 -1.127677e-04  9.050967e-05  3.076723e-04 -2.316245e-04
##   -4.238857e-02  4.545541e-04 -3.686153e-04 -1.251944e-03  9.386718e-04
##    1.150882e-01 -4.844562e-04  3.894334e-04  1.323638e-03 -9.958666e-04
##    2.570998e-02 -1.096688e-04  8.811788e-05  2.995140e-04 -2.253861e-04
##   -1.029958e-01  3.587517e-04 -2.904640e-04 -9.866483e-04  7.402236e-04
##   -3.321454e-02 -2.016807e-04  1.622750e-04  5.515094e-04 -4.147851e-04
##    1.124061e-02  9.293527e-05 -7.527877e-05 -2.556973e-04  1.918008e-04
##    4.892916e-02  3.665905e-04 -2.963764e-04 -1.006857e-03  7.558210e-04
##    3.906480e-03 -4.758580e-04  3.830875e-04  1.301905e-03 -9.789429e-04
##    2.316295e-04 -1.444786e-04  1.161968e-04  3.949228e-04 -2.970710e-04
##   -1.821895e-02  3.585489e-04 -2.904902e-04 -9.866821e-04  7.400578e-04
##   -2.600463e-02 -5.652275e-05  4.407959e-05  1.502160e-04 -1.143894e-04
##    1.064783e-02  5.261045e-05 -4.271543e-05 -1.450613e-04  1.087111e-04
##    9.621916e-02  4.131656e-04 -3.338894e-04 -1.134338e-03  8.516598e-04
##   -3.313243e-03  4.208116e-05 -3.513424e-05 -1.190370e-04  8.823870e-05
##    1.079783e-02  8.360952e-05 -6.766462e-05 -2.298519e-04  1.724743e-04
##    4.141620e-02  2.934213e-04 -2.370298e-04 -8.052987e-04  6.047094e-04
##   -5.667507e-02 -1.505853e-04  1.201003e-04  4.084828e-04 -3.082895e-04
##    3.586649e-02  1.243021e-04 -1.005086e-04 -3.414462e-04  2.563001e-04
##    9.432317e-02  3.186371e-04 -2.573455e-04 -8.743360e-04  6.566046e-04
##    1.159991e-01 -5.584738e-04  4.494174e-04  1.527376e-03 -1.148663e-03
##    1.015033e-02 -5.540963e-05  4.442965e-05  1.510437e-04 -1.137538e-04
##   -6.213597e-02  2.329079e-04 -1.890452e-04 -6.420127e-04  4.811911e-04
##   -3.092152e-02 -1.322161e-04  1.052248e-04  3.579545e-04 -2.703840e-04
##    1.822418e-02  1.402815e-04 -1.134382e-04 -3.853676e-04  2.892600e-04
##    4.421669e-02  3.234682e-04 -2.613015e-04 -8.877609e-04  6.666319e-04
##   -2.261135e-02 -7.290347e-05  5.751410e-05  1.958007e-04 -1.484164e-04
##    1.152594e-02  8.105843e-05 -6.562727e-05 -2.229233e-04  1.672479e-04
##    6.027107e-02  3.887374e-04 -3.141169e-04 -1.067173e-03  8.012642e-04
## d -7.032833e+00 -8.580804e+00 -8.980541e+00 -1.371449e+00 -5.913694e+00
##            [,6]          [,7]          [,8]          [,9]         [,10]
##   -4.290419e-03 -1.586985e-01 -4.230072e-02  6.646650e-03  8.551012e-02
##    2.832275e-06  1.571127e-04 -1.483380e-04  4.877937e-05  4.745982e-04
##   -2.443934e-06 -1.269984e-04  1.180139e-04 -3.970448e-05 -3.837308e-04
##   -8.258010e-06 -4.314483e-04  4.014727e-04 -1.348075e-04 -1.303610e-03
##    8.499415e-01  1.393848e-01 -3.032982e-04  1.009270e-04  9.785516e-04
##    1.967578e+00  2.052186e-02  3.392817e-06 -1.236917e-06 -1.168673e-05
##    2.052186e-02  1.382178e+00  1.875969e-04 -6.301806e-05 -6.093205e-04
##    3.392817e-06  1.875969e-04  2.372389e+00  9.351811e-01  1.439099e-01
##   -1.236917e-06 -6.301806e-05  9.351811e-01  6.379055e+00 -6.316587e-02
##   -1.168673e-05 -6.093205e-04  1.439099e-01 -6.316587e-02  9.609206e-01
##    2.302556e-05  1.229953e-03 -1.150816e-03  3.833854e-04  3.715935e-03
##    6.732261e-06  3.588198e-04 -3.355505e-04  1.118733e-04  1.084077e-03
##    1.619890e-05  8.653224e-04 -8.096534e-04  2.697265e-04  2.614313e-03
##    1.179487e-05  6.331424e-04 -5.931153e-04  1.972520e-04  1.912813e-03
##    2.302016e-06  1.235739e-04 -1.157623e-04  3.849869e-05  3.733344e-04
##   -9.206266e-06 -4.770248e-04  4.429535e-04 -1.491831e-04 -1.441367e-03
##   -8.945027e-07 -4.685625e-05  4.362943e-05 -1.463624e-05 -1.415734e-04
##   -9.343690e-07 -4.838134e-05  4.491788e-05 -1.513175e-05 -1.461884e-04
##   -1.990327e-10 -1.021015e-08  9.456607e-09 -3.196612e-09 -3.085203e-08
##    4.845330e-06  2.632199e-04 -2.472919e-04  8.190118e-05  7.951869e-04
##    2.686648e-06  1.437899e-04 -1.346020e-04  4.481114e-05  4.344149e-04
##   -1.134061e-05 -5.852029e-04  5.428348e-04 -1.830971e-04 -1.768266e-03
##    1.162294e-05  6.186167e-04 -5.783001e-04  1.929021e-04  1.868993e-03
##    2.625718e-06  1.399799e-04 -1.309099e-04  4.364202e-05  4.229109e-04
##   -8.888077e-06 -4.611811e-04  4.283934e-04 -1.442061e-04 -1.393486e-03
##    4.859296e-06  2.577583e-04 -2.407591e-04  8.040542e-05  7.787616e-04
##   -2.307007e-06 -1.195195e-04  1.109785e-04 -3.737874e-05 -3.611376e-04
##   -9.023587e-06 -4.706146e-04  4.377229e-04 -1.470735e-04 -1.421960e-03
##    1.149312e-05  6.084756e-04 -5.680766e-04  1.898478e-04  1.838394e-03
##    3.473953e-06  1.845731e-04 -1.724696e-04  5.756591e-05  5.576445e-04
##   -8.908777e-06 -4.612024e-04  4.281648e-04 -1.442488e-04 -1.393564e-03
##    1.172712e-06  7.016563e-05 -6.737518e-05  2.162069e-05  2.118931e-04
##   -1.319547e-06 -6.780831e-05  6.283180e-05 -2.122550e-05 -2.048951e-04
##   -1.015091e-05 -5.301963e-04  4.933253e-04 -1.656667e-04 -1.601976e-03
##   -1.186260e-06 -5.567118e-05  5.032574e-05 -1.760930e-05 -1.682873e-04
##   -2.067373e-06 -1.074370e-04  9.983786e-05 -3.358863e-05 -3.246251e-04
##   -7.196614e-06 -3.763988e-04  3.503426e-04 -1.175933e-04 -1.137274e-03
##    3.484567e-06  1.908813e-04 -1.796876e-04  5.934108e-05  5.766331e-04
##   -3.061634e-06 -1.595956e-04  1.484225e-04 -4.987854e-05 -4.822184e-04
##   -7.807779e-06 -4.086654e-04  3.804461e-04 -1.276637e-04 -1.234763e-03
##    1.346423e-05  7.138497e-04 -6.666901e-04  2.226909e-04  2.156749e-03
##    1.314267e-06  7.058864e-05 -6.613506e-05  2.199019e-05  2.132578e-04
##   -5.833938e-06 -3.001045e-04  2.781540e-04 -9.392851e-05 -9.068160e-04
##    3.029081e-06  1.672631e-04 -1.577524e-04  5.195541e-05  5.052693e-04
##   -3.456417e-06 -1.801252e-04  1.675032e-04 -5.629637e-05 -5.442493e-04
##   -7.933483e-06 -4.149418e-04  3.862182e-04 -1.296347e-04 -1.253730e-03
##    1.601769e-06  9.147789e-05 -8.694800e-05  2.831737e-05  2.763012e-04
##   -2.007975e-06 -1.041992e-04  9.679355e-05 -3.258155e-05 -3.148439e-04
##   -9.546481e-06 -4.988021e-04  4.641555e-04 -1.558512e-04 -1.507117e-03
## d -6.486684e+00 -1.415430e+00 -9.013693e+00 -9.790242e+00 -1.318517e+00
##           [,11]         [,12]         [,13]         [,14]         [,15]
##    3.566152e-01  1.052005e-01  2.508518e-01 -7.944590e-03 -1.554808e-03
##   -9.641137e-04 -2.811042e-04 -6.782995e-04 -4.969234e-04 -9.698790e-05
##    7.742312e-04  2.258794e-04  5.447032e-04  3.985144e-04  7.778024e-05
##    2.631747e-03  7.677631e-04  1.851543e-03  1.354777e-03  2.644195e-04
##   -1.980836e-03 -5.777314e-04 -1.393605e-03 -1.020246e-03 -1.991276e-04
##    2.302556e-05  6.732261e-06  1.619890e-05  1.179487e-05  2.302016e-06
##    1.229953e-03  3.588198e-04  8.653224e-04  6.331424e-04  1.235739e-04
##   -1.150816e-03 -3.355505e-04 -8.096534e-04 -5.931153e-04 -1.157623e-04
##    3.833854e-04  1.118733e-04  2.697265e-04  1.972520e-04  3.849869e-05
##    3.715935e-03  1.084077e-03  2.614313e-03  1.912813e-03  3.733344e-04
##    5.499229e+00  4.919437e-01 -5.482739e-01 -3.872695e-03 -7.558573e-04
##    4.919437e-01  6.698554e+00 -8.930553e-02 -1.129494e-03 -2.204501e-04
##   -5.482739e-01 -8.930553e-02  1.080755e+00 -2.724611e-03 -5.317789e-04
##   -3.872695e-03 -1.129494e-03 -2.724611e-03  4.579238e+00  1.346243e+00
##   -7.558573e-04 -2.204501e-04 -5.317789e-04  1.346243e+00  5.342358e+00
##    2.907256e-03  8.482061e-04  2.045372e-03  2.294111e-01 -1.305453e-01
##    2.858906e-04  8.340112e-05  2.011359e-04  1.471796e-04  2.872588e-05
##    2.948418e-04  8.602212e-05  2.074331e-04  1.517501e-04  2.961788e-05
##    6.216102e-08  1.813758e-08  4.373273e-08  3.198672e-08  6.243015e-09
##   -1.611934e-03 -4.700776e-04 -1.134069e-03 -8.304729e-04 -1.620887e-04
##   -8.792466e-04 -2.564446e-04 -6.185884e-04 -4.528509e-04 -8.838567e-05
##    3.565020e-03  1.040154e-03  2.508134e-03  1.834719e-03  3.580919e-04
##   -3.780598e-03 -1.102722e-03 -2.659814e-03 -1.946950e-03 -3.799978e-04
##   -8.556115e-04 -2.495603e-04 -6.019598e-04 -4.406419e-04 -8.600272e-05
##    2.811104e-03  8.201422e-04  1.977726e-03  1.446893e-03  2.823980e-04
##   -1.574718e-03 -4.593275e-04 -1.107882e-03 -8.108981e-04 -1.582678e-04
##    7.284067e-04  2.125166e-04  5.124636e-04  3.749029e-04  7.317183e-05
##    2.870129e-03  8.373210e-04  2.019254e-03  1.477436e-03  2.883594e-04
##   -3.716623e-03 -1.084117e-03 -2.614803e-03 -1.913791e-03 -3.735258e-04
##   -1.127795e-03 -3.289600e-04 -7.934522e-04 -5.807757e-04 -1.133534e-04
##    2.810566e-03  8.200035e-04  1.977347e-03  1.446544e-03  2.823299e-04
##   -4.336022e-04 -1.263415e-04 -3.050626e-04 -2.238092e-04 -4.368266e-05
##    4.129031e-04  1.204764e-04  2.904937e-04  2.124791e-04  4.147066e-05
##    3.233996e-03  9.434606e-04  2.275250e-03  1.664795e-03  3.249273e-04
##    3.356089e-04  9.801667e-05  2.361108e-04  1.723414e-04  3.363644e-05
##    6.549813e-04  1.910885e-04  4.608061e-04  3.371342e-04  6.580033e-05
##    2.296211e-03  6.698697e-04  1.615480e-03  1.182076e-03  2.307125e-04
##   -1.169899e-03 -3.411437e-04 -8.230780e-04 -6.028373e-04 -1.176597e-04
##    9.732724e-04  2.839403e-04  6.847371e-04  5.009991e-04  9.778279e-05
##    2.493242e-03  7.273442e-04  1.754100e-03  1.283527e-03  2.505132e-04
##   -4.360891e-03 -1.272029e-03 -3.068073e-03 -2.245609e-03 -4.382888e-04
##   -4.317885e-04 -1.259330e-04 -3.037822e-04 -2.224065e-04 -4.340845e-05
##    1.827617e-03  5.332544e-04  1.285801e-03  9.405094e-04  1.835642e-04
##   -1.025946e-03 -2.991450e-04 -7.218013e-04 -5.287450e-04 -1.031987e-04
##    1.098438e-03  3.204568e-04  7.727964e-04  5.654258e-04  1.103573e-04
##    2.531344e-03  7.384645e-04  1.780905e-03  1.303121e-03  2.543375e-04
##   -5.629068e-04 -1.640828e-04 -3.960330e-04 -2.902986e-04 -5.665970e-05
##    6.351469e-04  1.853045e-04  4.468516e-04  3.269147e-04  6.380573e-05
##    3.042615e-03  8.876254e-04  2.140605e-03  1.566287e-03  3.057010e-04
## d -1.037565e+01 -1.167547e+01 -1.326098e+00 -8.884228e+00 -1.048130e+01
##           [,16]         [,17]         [,18]         [,19]         [,20]
##   -1.888487e-02  7.714799e-03  7.136422e-03  1.363438e-06 -7.868101e-04
##    3.709377e-04  3.654159e-05  3.761472e-05  7.918032e-09 -2.072182e-04
##   -3.004509e-04 -2.950595e-05 -3.047306e-05 -6.432034e-09  1.656402e-04
##   -1.020537e-03 -1.002489e-04 -1.035056e-04 -2.184222e-08  5.632630e-04
##    7.655271e-04  7.529118e-05  7.763582e-05  1.636564e-08 -4.247262e-04
##   -9.206266e-06 -8.945027e-07 -9.343690e-07 -1.990327e-10  4.845330e-06
##   -4.770248e-04 -4.685625e-05 -4.838134e-05 -1.021015e-08  2.632199e-04
##    4.429535e-04  4.362943e-05  4.491788e-05  9.456607e-09 -2.472919e-04
##   -1.491831e-04 -1.463624e-05 -1.513175e-05 -3.196612e-09  8.190118e-05
##   -1.441367e-03 -1.415734e-04 -1.461884e-04 -3.085203e-08  7.951869e-04
##    2.907256e-03  2.858906e-04  2.948418e-04  6.216102e-08 -1.611934e-03
##    8.482061e-04  8.340112e-05  8.602212e-05  1.813758e-08 -4.700776e-04
##    2.045372e-03  2.011359e-04  2.074331e-04  4.373273e-08 -1.134069e-03
##    2.294111e-01  1.471796e-04  1.517501e-04  3.198672e-08 -8.304729e-04
##   -1.305453e-01  2.872588e-05  2.961788e-05  6.243015e-09 -1.620887e-04
##    1.235952e+00 -1.108233e-04 -1.144730e-04 -2.416511e-08  6.218503e-04
##   -1.108233e-04  6.313308e+00  1.044434e+00  2.905270e-06  6.119974e-05
##   -1.144730e-04  1.044434e+00  6.242482e+00 -5.709391e-08  6.306228e-05
##   -2.416511e-08  2.905270e-06 -5.709391e-08  6.961158e-05  1.328609e-08
##    6.218503e-04  6.119974e-05  6.306228e-05  1.328609e-08  2.430879e+00
##    3.398575e-04  3.342363e-05  3.446674e-05  7.265983e-09  1.060384e+00
##   -1.384777e-03 -1.359460e-04 -1.404534e-04 -2.965474e-08  9.906498e-02
##    1.462399e-03  1.437828e-04  1.483121e-04  3.127310e-08 -8.102324e-04
##    3.308930e-04  3.253591e-05  3.355799e-05  7.075560e-09 -1.833904e-04
##   -1.091108e-03 -1.071450e-04 -1.106655e-04 -2.335995e-08  6.013459e-04
##    6.094008e-04  5.990647e-05  6.180422e-05  1.303388e-08 -3.374014e-04
##   -2.827851e-04 -2.776693e-05 -2.868160e-05 -6.054688e-09  1.558015e-04
##   -1.113243e-03 -1.093461e-04 -1.129088e-04 -2.382829e-08  6.142036e-04
##    1.438666e-03  1.414134e-04  1.459075e-04  3.077288e-08 -7.962194e-04
##    4.363516e-04  4.289841e-05  4.425369e-05  9.332020e-09 -2.416711e-04
##   -1.091238e-03 -1.071458e-04 -1.106795e-04 -2.336519e-08  6.011294e-04
##    1.652937e-04  1.633812e-05  1.675792e-05  3.517256e-09 -9.365176e-05
##   -1.604779e-04 -1.575113e-05 -1.627695e-05 -3.437264e-09  8.826393e-05
##   -1.254124e-03 -1.231929e-04 -1.271968e-04 -2.684195e-08  6.921460e-04
##   -1.321612e-04 -1.291077e-05 -1.340884e-05 -2.843115e-09  7.122693e-05
##   -2.541723e-04 -2.496121e-05 -2.577928e-05 -5.441290e-09  1.401283e-04
##   -8.902935e-04 -8.745952e-05 -9.029570e-05 -1.905373e-08  4.914880e-04
##    4.508367e-04  4.438666e-05  4.571853e-05  9.628801e-09 -2.512320e-04
##   -3.775309e-04 -3.708134e-05 -3.829049e-05 -8.081006e-09  2.082712e-04
##   -9.665907e-04 -9.495813e-05 -9.803373e-05 -2.068592e-08  5.336900e-04
##    1.687734e-03  1.659069e-04  1.711669e-04  3.609810e-08 -9.343380e-04
##    1.668228e-04  1.640911e-05  1.691819e-05  3.566028e-09 -9.259774e-05
##   -7.102154e-04 -6.971224e-05 -7.203549e-05 -1.521132e-08  3.907097e-04
##    3.949574e-04  3.889959e-05  4.005096e-05  8.432421e-09 -2.204394e-04
##   -4.260984e-04 -4.185111e-05 -4.321641e-05 -9.120702e-09  2.350508e-04
##   -9.814588e-04 -9.641534e-05 -9.954190e-05 -2.100481e-08  5.418168e-04
##    2.157889e-04  2.128579e-05  2.188011e-05  4.600529e-09 -1.212209e-04
##   -2.465239e-04 -2.420837e-05 -2.500366e-05 -5.277904e-09  1.358703e-04
##   -1.179851e-03 -1.158990e-04 -1.196637e-04 -2.525189e-08  6.512029e-04
## d -1.339163e+00 -8.540837e+00 -9.817685e+00 -5.723752e-05 -8.753193e+00
##           [,21]         [,22]         [,23]         [,24]         [,25]
##    2.659718e-03 -4.238857e-02  1.150882e-01  2.570998e-02 -1.029958e-01
##   -1.127677e-04  4.545541e-04 -4.844562e-04 -1.096688e-04  3.587517e-04
##    9.050967e-05 -3.686153e-04  3.894334e-04  8.811788e-05 -2.904640e-04
##    3.076723e-04 -1.251944e-03  1.323638e-03  2.995140e-04 -9.866483e-04
##   -2.316245e-04  9.386718e-04 -9.958666e-04 -2.253861e-04  7.402236e-04
##    2.686648e-06 -1.134061e-05  1.162294e-05  2.625718e-06 -8.888077e-06
##    1.437899e-04 -5.852029e-04  6.186167e-04  1.399799e-04 -4.611811e-04
##   -1.346020e-04  5.428348e-04 -5.783001e-04 -1.309099e-04  4.283934e-04
##    4.481114e-05 -1.830971e-04  1.929021e-04  4.364202e-05 -1.442061e-04
##    4.344149e-04 -1.768266e-03  1.868993e-03  4.229109e-04 -1.393486e-03
##   -8.792466e-04  3.565020e-03 -3.780598e-03 -8.556115e-04  2.811104e-03
##   -2.564446e-04  1.040154e-03 -1.102722e-03 -2.495603e-04  8.201422e-04
##   -6.185884e-04  2.508134e-03 -2.659814e-03 -6.019598e-04  1.977726e-03
##   -4.528509e-04  1.834719e-03 -1.946950e-03 -4.406419e-04  1.446893e-03
##   -8.838567e-05  3.580919e-04 -3.799978e-04 -8.600272e-05  2.823980e-04
##    3.398575e-04 -1.384777e-03  1.462399e-03  3.308930e-04 -1.091108e-03
##    3.342363e-05 -1.359460e-04  1.437828e-04  3.253591e-05 -1.071450e-04
##    3.446674e-05 -1.404534e-04  1.483121e-04  3.355799e-05 -1.106655e-04
##    7.265983e-09 -2.965474e-08  3.127310e-08  7.075560e-09 -2.335995e-08
##    1.060384e+00  9.906498e-02 -8.102324e-04 -1.833904e-04  6.013459e-04
##    5.622706e+00 -2.231852e-01 -4.420507e-04 -1.000447e-04  3.286213e-04
##   -2.231852e-01  1.026152e+00  1.793384e-03  4.057719e-04 -1.338689e-03
##   -4.420507e-04  1.793384e-03  6.264415e+00  1.165165e+00  3.197396e-01
##   -1.000447e-04  4.057719e-04  1.165165e+00  6.041106e+00 -1.573789e-02
##    3.286213e-04 -1.338689e-03  3.197396e-01 -1.573789e-02  1.107355e+00
##   -1.841205e-04  7.473730e-04 -7.918161e-04 -1.791922e-04  5.892206e-04
##    8.515047e-05 -3.469614e-04  3.664018e-04  8.290464e-05 -2.733802e-04
##    3.355360e-04 -1.365716e-03  1.443573e-03  3.266488e-04 -1.076264e-03
##   -4.345512e-04  1.764451e-03 -1.868887e-03 -4.229333e-04  1.391008e-03
##   -1.318668e-04  5.351283e-04 -5.670752e-04 -1.283336e-04  4.219061e-04
##    3.285520e-04 -1.338906e-03  1.413782e-03  3.198906e-04 -1.054941e-03
##   -5.074520e-05  2.022933e-04 -2.176470e-04 -4.929379e-05  1.599330e-04
##    4.826485e-05 -1.969275e-04  2.077250e-04  4.699852e-05 -1.551327e-04
##    3.780792e-04 -1.538505e-03  1.626547e-03  3.680557e-04 -1.212477e-03
##    3.919735e-05 -1.624696e-04  1.691019e-04  3.823301e-05 -1.276818e-04
##    7.656909e-05 -3.118370e-04  3.294512e-04  7.454560e-05 -2.457238e-04
##    2.684479e-04 -1.092146e-03  1.154861e-03  2.613248e-04 -8.607357e-04
##   -1.368238e-04  5.525870e-04 -5.879713e-04 -1.330907e-04  4.359931e-04
##    1.137811e-04 -4.631557e-04  4.895255e-04  1.107684e-04 -3.649892e-04
##    2.914844e-04 -1.185725e-03  1.253941e-03  2.837466e-04 -9.345042e-04
##   -5.098857e-04  2.069866e-03 -2.192806e-03 -4.962417e-04  1.631840e-03
##   -5.049112e-05  2.045459e-04 -2.170745e-04 -4.912940e-05  1.613109e-04
##    2.136348e-04 -8.715107e-04  9.194298e-04  2.080258e-04 -6.865640e-04
##   -1.199956e-04  4.840274e-04 -5.155614e-04 -1.167067e-04  3.819719e-04
##    1.284135e-04 -5.227411e-04  5.524824e-04  1.250139e-04 -4.119426e-04
##    2.959370e-04 -1.203980e-03  1.273119e-03  2.880845e-04 -9.488743e-04
##   -6.585528e-05  2.642980e-04 -2.827346e-04 -6.401634e-05  2.087355e-04
##    7.424947e-05 -3.024616e-04  3.194820e-04  7.228909e-05 -2.383275e-04
##    3.557062e-04 -1.447381e-03  1.530283e-03  3.462738e-04 -1.140673e-03
## d -1.098241e+01 -1.225712e+00 -8.704444e+00 -9.807562e+00 -1.265164e+00
##           [,26]         [,27]         [,28]         [,29]         [,30]
##   -3.321454e-02  1.124061e-02  4.892916e-02  3.906480e-03  2.316295e-04
##   -2.016807e-04  9.293527e-05  3.665905e-04 -4.758580e-04 -1.444786e-04
##    1.622750e-04 -7.527877e-05 -2.963764e-04  3.830875e-04  1.161968e-04
##    5.515094e-04 -2.556973e-04 -1.006857e-03  1.301905e-03  3.949228e-04
##   -4.147851e-04  1.918008e-04  7.558210e-04 -9.789429e-04 -2.970710e-04
##    4.859296e-06 -2.307007e-06 -9.023587e-06  1.149312e-05  3.473953e-06
##    2.577583e-04 -1.195195e-04 -4.706146e-04  6.084756e-04  1.845731e-04
##   -2.407591e-04  1.109785e-04  4.377229e-04 -5.680766e-04 -1.724696e-04
##    8.040542e-05 -3.737874e-05 -1.470735e-04  1.898478e-04  5.756591e-05
##    7.787616e-04 -3.611376e-04 -1.421960e-03  1.838394e-03  5.576445e-04
##   -1.574718e-03  7.284067e-04  2.870129e-03 -3.716623e-03 -1.127795e-03
##   -4.593275e-04  2.125166e-04  8.373210e-04 -1.084117e-03 -3.289600e-04
##   -1.107882e-03  5.124636e-04  2.019254e-03 -2.614803e-03 -7.934522e-04
##   -8.108981e-04  3.749029e-04  1.477436e-03 -1.913791e-03 -5.807757e-04
##   -1.582678e-04  7.317183e-05  2.883594e-04 -3.735258e-04 -1.133534e-04
##    6.094008e-04 -2.827851e-04 -1.113243e-03  1.438666e-03  4.363516e-04
##    5.990647e-05 -2.776693e-05 -1.093461e-04  1.414134e-04  4.289841e-05
##    6.180422e-05 -2.868160e-05 -1.129088e-04  1.459075e-04  4.425369e-05
##    1.303388e-08 -6.054688e-09 -2.382829e-08  3.077288e-08  9.332020e-09
##   -3.374014e-04  1.558015e-04  6.142036e-04 -7.962194e-04 -2.416711e-04
##   -1.841205e-04  8.515047e-05  3.355360e-04 -4.345512e-04 -1.318668e-04
##    7.473730e-04 -3.469614e-04 -1.365716e-03  1.764451e-03  5.351283e-04
##   -7.918161e-04  3.664018e-04  1.443573e-03 -1.868887e-03 -5.670752e-04
##   -1.791922e-04  8.290464e-05  3.266488e-04 -4.229333e-04 -1.283336e-04
##    5.892206e-04 -2.733802e-04 -1.076264e-03  1.391008e-03  4.219061e-04
##    7.094145e+00  1.005438e+00  3.573112e-01 -7.785415e-04 -2.362201e-04
##    1.005438e+00  6.117879e+00 -1.402769e-01  3.604569e-04  1.093274e-04
##    3.573112e-01 -1.402769e-01  4.614612e-01  1.419929e-03  4.307127e-04
##   -7.785415e-04  3.604569e-04  1.419929e-03  7.315506e+00  1.016964e+00
##   -2.362201e-04  1.093274e-04  4.307127e-04  1.016964e+00  5.407055e+00
##    5.891495e-04 -2.734134e-04 -1.076320e-03  4.820802e-01  9.779816e-02
##   -9.051613e-05  4.141091e-05  1.636865e-04 -2.134467e-04 -6.487471e-05
##    8.657256e-05 -4.020849e-05 -1.582493e-04  2.043940e-04  6.198515e-05
##    6.777226e-04 -3.142230e-04 -1.237303e-03  1.599850e-03  4.853002e-04
##    7.057810e-05 -3.311585e-05 -1.299583e-04  1.667695e-04  5.049801e-05
##    1.372806e-04 -6.368354e-05 -2.507259e-04  3.240822e-04  9.829962e-05
##    4.811784e-04 -2.230644e-04 -8.783871e-04  1.135870e-03  3.445632e-04
##   -2.448174e-04  1.129542e-04  4.453972e-04 -5.776954e-04 -1.753658e-04
##    2.039734e-04 -9.459117e-05 -3.724455e-04  4.815132e-04  1.460581e-04
##    5.224552e-04 -2.421807e-04 -9.536846e-04  1.233300e-03  3.741227e-04
##   -9.134604e-04  4.228603e-04  1.665822e-03 -2.156068e-03 -6.541755e-04
##   -9.041007e-05  4.179694e-05  1.647182e-04 -2.133747e-04 -6.475311e-05
##    3.831803e-04 -1.779477e-04 -7.003741e-04  9.046638e-04  2.743556e-04
##   -2.146436e-04  9.895350e-05  3.902792e-04 -5.064618e-04 -1.537602e-04
##    2.302069e-04 -1.067599e-04 -4.203554e-04  5.434431e-04  1.648427e-04
##    5.304511e-04 -2.459060e-04 -9.683334e-04  1.252183e-03  3.798465e-04
##   -1.176566e-04  5.406303e-05  2.134293e-04 -2.775434e-04 -8.430214e-05
##    1.331294e-04 -6.176729e-05 -2.431708e-04  3.142862e-04  9.532614e-05
##    6.376094e-04 -2.956137e-04 -1.164038e-03  1.505153e-03  4.565773e-04
## d -9.661102e+00 -9.168396e+00 -9.799745e-01 -8.741014e+00 -1.011681e+01
##           [,31]         [,32]         [,33]         [,34]         [,35]
##   -1.821895e-02 -2.600463e-02  1.064783e-02  9.621916e-02 -3.313243e-03
##    3.585489e-04 -5.652275e-05  5.261045e-05  4.131656e-04  4.208116e-05
##   -2.904902e-04  4.407959e-05 -4.271543e-05 -3.338894e-04 -3.513424e-05
##   -9.866821e-04  1.502160e-04 -1.450613e-04 -1.134338e-03 -1.190370e-04
##    7.400578e-04 -1.143894e-04  1.087111e-04  8.516598e-04  8.823870e-05
##   -8.908777e-06  1.172712e-06 -1.319547e-06 -1.015091e-05 -1.186260e-06
##   -4.612024e-04  7.016563e-05 -6.780831e-05 -5.301963e-04 -5.567118e-05
##    4.281648e-04 -6.737518e-05  6.283180e-05  4.933253e-04  5.032574e-05
##   -1.442488e-04  2.162069e-05 -2.122550e-05 -1.656667e-04 -1.760930e-05
##   -1.393564e-03  2.118931e-04 -2.048951e-04 -1.601976e-03 -1.682873e-04
##    2.810566e-03 -4.336022e-04  4.129031e-04  3.233996e-03  3.356089e-04
##    8.200035e-04 -1.263415e-04  1.204764e-04  9.434606e-04  9.801667e-05
##    1.977347e-03 -3.050626e-04  2.904937e-04  2.275250e-03  2.361108e-04
##    1.446544e-03 -2.238092e-04  2.124791e-04  1.664795e-03  1.723414e-04
##    2.823299e-04 -4.368266e-05  4.147066e-05  3.249273e-04  3.363644e-05
##   -1.091238e-03  1.652937e-04 -1.604779e-04 -1.254124e-03 -1.321612e-04
##   -1.071458e-04  1.633812e-05 -1.575113e-05 -1.231929e-04 -1.291077e-05
##   -1.106795e-04  1.675792e-05 -1.627695e-05 -1.271968e-04 -1.340884e-05
##   -2.336519e-08  3.517256e-09 -3.437264e-09 -2.684195e-08 -2.843115e-09
##    6.011294e-04 -9.365176e-05  8.826393e-05  6.921460e-04  7.122693e-05
##    3.285520e-04 -5.074520e-05  4.826485e-05  3.780792e-04  3.919735e-05
##   -1.338906e-03  2.022933e-04 -1.969275e-04 -1.538505e-03 -1.624696e-04
##    1.413782e-03 -2.176470e-04  2.077250e-04  1.626547e-03  1.691019e-04
##    3.198906e-04 -4.929379e-05  4.699852e-05  3.680557e-04  3.823301e-05
##   -1.054941e-03  1.599330e-04 -1.551327e-04 -1.212477e-03 -1.276818e-04
##    5.891495e-04 -9.051613e-05  8.657256e-05  6.777226e-04  7.057810e-05
##   -2.734134e-04  4.141091e-05 -4.020849e-05 -3.142230e-04 -3.311585e-05
##   -1.076320e-03  1.636865e-04 -1.582493e-04 -1.237303e-03 -1.299583e-04
##    4.820802e-01 -2.134467e-04  2.043940e-04  1.599850e-03  1.667695e-04
##    9.779816e-02 -6.487471e-05  6.198515e-05  4.853002e-04  5.049801e-05
##    8.675980e-01  1.597291e-04 -1.551647e-04 -1.212522e-03 -1.278346e-04
##    1.597291e-04  3.603059e+00  8.102785e-01  8.355968e-02  1.812587e-05
##   -1.551647e-04  8.102785e-01  5.737720e+00 -1.026323e-01 -1.886536e-05
##   -1.212522e-03  8.355968e-02 -1.026323e-01  1.033546e+00 -1.463022e-04
##   -1.278346e-04  1.812587e-05 -1.886536e-05 -1.463022e-04  4.476675e+00
##   -2.457457e-04  3.729135e-05 -3.613587e-05 -2.824609e-04  9.300523e-01
##   -8.607557e-04  1.311301e-04 -1.265432e-04 -9.896092e-04 -3.551351e-02
##    4.358003e-04 -6.821786e-05  6.397140e-05  5.019448e-04  5.144106e-05
##   -3.650102e-04  5.549362e-05 -5.366765e-05 -4.195954e-04 -4.408282e-05
##   -9.345188e-04  1.424312e-04 -1.373840e-04 -1.074446e-03 -1.126486e-04
##    1.631651e-03 -2.506112e-04  2.397668e-04  1.876918e-03  1.955108e-04
##    1.612711e-04 -2.496001e-05  2.368825e-05  1.856073e-04  1.920890e-05
##   -6.866980e-04  1.035504e-04 -1.010109e-04 -7.889681e-04 -8.344984e-05
##    3.817730e-04 -6.003054e-05  5.602633e-05  4.398512e-04  4.489996e-05
##   -4.119675e-04  6.262216e-05 -6.057237e-05 -4.735697e-04 -4.976030e-05
##   -9.488963e-04  1.445584e-04 -1.395010e-04 -1.090945e-03 -1.144206e-04
##    2.085592e-04 -3.340267e-05  3.057426e-05  2.405887e-04  2.415898e-05
##   -2.383523e-04  3.613727e-05 -3.505041e-05 -2.739469e-04 -2.884698e-05
##   -1.140711e-03  1.736736e-04 -1.677062e-04 -1.311421e-03 -1.376149e-04
## d -1.124719e+00 -8.409768e+00 -9.218923e+00 -1.355099e+00 -8.380105e+00
##           [,36]         [,37]         [,38]         [,39]         [,40]
##    1.079783e-02  4.141620e-02 -5.667507e-02  3.586649e-02  9.432317e-02
##    8.360952e-05  2.934213e-04 -1.505853e-04  1.243021e-04  3.186371e-04
##   -6.766462e-05 -2.370298e-04  1.201003e-04 -1.005086e-04 -2.573455e-04
##   -2.298519e-04 -8.052987e-04  4.084828e-04 -3.414462e-04 -8.743360e-04
##    1.724743e-04  6.047094e-04 -3.082895e-04  2.563001e-04  6.566046e-04
##   -2.067373e-06 -7.196614e-06  3.484567e-06 -3.061634e-06 -7.807779e-06
##   -1.074370e-04 -3.763988e-04  1.908813e-04 -1.595956e-04 -4.086654e-04
##    9.983786e-05  3.503426e-04 -1.796876e-04  1.484225e-04  3.804461e-04
##   -3.358863e-05 -1.175933e-04  5.934108e-05 -4.987854e-05 -1.276637e-04
##   -3.246251e-04 -1.137274e-03  5.766331e-04 -4.822184e-04 -1.234763e-03
##    6.549813e-04  2.296211e-03 -1.169899e-03  9.732724e-04  2.493242e-03
##    1.910885e-04  6.698697e-04 -3.411437e-04  2.839403e-04  7.273442e-04
##    4.608061e-04  1.615480e-03 -8.230780e-04  6.847371e-04  1.754100e-03
##    3.371342e-04  1.182076e-03 -6.028373e-04  5.009991e-04  1.283527e-03
##    6.580033e-05  2.307125e-04 -1.176597e-04  9.778279e-05  2.505132e-04
##   -2.541723e-04 -8.902935e-04  4.508367e-04 -3.775309e-04 -9.665907e-04
##   -2.496121e-05 -8.745952e-05  4.438666e-05 -3.708134e-05 -9.495813e-05
##   -2.577928e-05 -9.029570e-05  4.571853e-05 -3.829049e-05 -9.803373e-05
##   -5.441290e-09 -1.905373e-08  9.628801e-09 -8.081006e-09 -2.068592e-08
##    1.401283e-04  4.914880e-04 -2.512320e-04  2.082712e-04  5.336900e-04
##    7.656909e-05  2.684479e-04 -1.368238e-04  1.137811e-04  2.914844e-04
##   -3.118370e-04 -1.092146e-03  5.525870e-04 -4.631557e-04 -1.185725e-03
##    3.294512e-04  1.154861e-03 -5.879713e-04  4.895255e-04  1.253941e-03
##    7.454560e-05  2.613248e-04 -1.330907e-04  1.107684e-04  2.837466e-04
##   -2.457238e-04 -8.607357e-04  4.359931e-04 -3.649892e-04 -9.345042e-04
##    1.372806e-04  4.811784e-04 -2.448174e-04  2.039734e-04  5.224552e-04
##   -6.368354e-05 -2.230644e-04  1.129542e-04 -9.459117e-05 -2.421807e-04
##   -2.507259e-04 -8.783871e-04  4.453972e-04 -3.724455e-04 -9.536846e-04
##    3.240822e-04  1.135870e-03 -5.776954e-04  4.815132e-04  1.233300e-03
##    9.829962e-05  3.445632e-04 -1.753658e-04  1.460581e-04  3.741227e-04
##   -2.457457e-04 -8.607557e-04  4.358003e-04 -3.650102e-04 -9.345188e-04
##    3.729135e-05  1.311301e-04 -6.821786e-05  5.549362e-05  1.424312e-04
##   -3.613587e-05 -1.265432e-04  6.397140e-05 -5.366765e-05 -1.373840e-04
##   -2.824609e-04 -9.896092e-04  5.019448e-04 -4.195954e-04 -1.074446e-03
##    9.300523e-01 -3.551351e-02  5.144106e-05 -4.408282e-05 -1.126486e-04
##    4.201563e+00 -2.319884e-01  1.016027e-04 -8.502738e-05 -2.177070e-04
##   -2.319884e-01  1.161331e+00  3.564447e-04 -2.978786e-04 -7.627882e-04
##    1.016027e-04  3.564447e-04  6.128588e+00  1.249300e+00  1.597755e-01
##   -8.502738e-05 -2.978786e-04  1.249300e+00  4.575224e+00 -1.712328e-01
##   -2.177070e-04 -7.627882e-04  1.597755e-01 -1.712328e-01  1.159497e+00
##    3.801958e-04  1.332595e-03 -6.779410e-04  5.648963e-04  1.446906e-03
##    3.758649e-05  1.317896e-04 -6.721767e-05  5.585592e-05  1.431007e-04
##   -1.599261e-04 -5.600577e-04  2.831870e-04 -2.375198e-04 -6.080394e-04
##    8.901846e-05  3.123648e-04 -1.601690e-04  1.323357e-04  3.392036e-04
##   -9.596539e-05 -3.361954e-04  1.704452e-04 -1.425521e-04 -3.650139e-04
##   -2.210536e-04 -7.744977e-04  3.929451e-04 -3.283812e-04 -8.408974e-04
##    4.865640e-05  1.708889e-04 -8.817386e-05  7.236440e-05  1.855911e-04
##   -5.551869e-05 -1.944747e-04  9.851026e-05 -8.246556e-05 -2.111420e-04
##   -2.657339e-04 -9.310153e-04  4.722587e-04 -3.947495e-04 -1.010830e-03
## d -8.484673e+00 -1.378602e+00 -8.622035e+00 -8.621685e+00 -1.394716e+00
##           [,41]         [,42]         [,43]         [,44]         [,45]
##    1.159991e-01  1.015033e-02 -6.213597e-02 -3.092152e-02  1.822418e-02
##   -5.584738e-04 -5.540963e-05  2.329079e-04 -1.322161e-04  1.402815e-04
##    4.494174e-04  4.442965e-05 -1.890452e-04  1.052248e-04 -1.134382e-04
##    1.527376e-03  1.510437e-04 -6.420127e-04  3.579545e-04 -3.853676e-04
##   -1.148663e-03 -1.137538e-04  4.811911e-04 -2.703840e-04  2.892600e-04
##    1.346423e-05  1.314267e-06 -5.833938e-06  3.029081e-06 -3.456417e-06
##    7.138497e-04  7.058864e-05 -3.001045e-04  1.672631e-04 -1.801252e-04
##   -6.666901e-04 -6.613506e-05  2.781540e-04 -1.577524e-04  1.675032e-04
##    2.226909e-04  2.199019e-05 -9.392851e-05  5.195541e-05 -5.629637e-05
##    2.156749e-03  2.132578e-04 -9.068160e-04  5.052693e-04 -5.442493e-04
##   -4.360891e-03 -4.317885e-04  1.827617e-03 -1.025946e-03  1.098438e-03
##   -1.272029e-03 -1.259330e-04  5.332544e-04 -2.991450e-04  3.204568e-04
##   -3.068073e-03 -3.037822e-04  1.285801e-03 -7.218013e-04  7.727964e-04
##   -2.245609e-03 -2.224065e-04  9.405094e-04 -5.287450e-04  5.654258e-04
##   -4.382888e-04 -4.340845e-05  1.835642e-04 -1.031987e-04  1.103573e-04
##    1.687734e-03  1.668228e-04 -7.102154e-04  3.949574e-04 -4.260984e-04
##    1.659069e-04  1.640911e-05 -6.971224e-05  3.889959e-05 -4.185111e-05
##    1.711669e-04  1.691819e-05 -7.203549e-05  4.005096e-05 -4.321641e-05
##    3.609810e-08  3.566028e-09 -1.521132e-08  8.432421e-09 -9.120702e-09
##   -9.343380e-04 -9.259774e-05  3.907097e-04 -2.204394e-04  2.350508e-04
##   -5.098857e-04 -5.049112e-05  2.136348e-04 -1.199956e-04  1.284135e-04
##    2.069866e-03  2.045459e-04 -8.715107e-04  4.840274e-04 -5.227411e-04
##   -2.192806e-03 -2.170745e-04  9.194298e-04 -5.155614e-04  5.524824e-04
##   -4.962417e-04 -4.912940e-05  2.080258e-04 -1.167067e-04  1.250139e-04
##    1.631840e-03  1.613109e-04 -6.865640e-04  3.819719e-04 -4.119426e-04
##   -9.134604e-04 -9.041007e-05  3.831803e-04 -2.146436e-04  2.302069e-04
##    4.228603e-04  4.179694e-05 -1.779477e-04  9.895350e-05 -1.067599e-04
##    1.665822e-03  1.647182e-04 -7.003741e-04  3.902792e-04 -4.203554e-04
##   -2.156068e-03 -2.133747e-04  9.046638e-04 -5.064618e-04  5.434431e-04
##   -6.541755e-04 -6.475311e-05  2.743556e-04 -1.537602e-04  1.648427e-04
##    1.631651e-03  1.612711e-04 -6.866980e-04  3.817730e-04 -4.119675e-04
##   -2.506112e-04 -2.496001e-05  1.035504e-04 -6.003054e-05  6.262216e-05
##    2.397668e-04  2.368825e-05 -1.010109e-04  5.602633e-05 -6.057237e-05
##    1.876918e-03  1.856073e-04 -7.889681e-04  4.398512e-04 -4.735697e-04
##    1.955108e-04  1.920890e-05 -8.344984e-05  4.489996e-05 -4.976030e-05
##    3.801958e-04  3.758649e-05 -1.599261e-04  8.901846e-05 -9.596539e-05
##    1.332595e-03  1.317896e-04 -5.600577e-04  3.123648e-04 -3.361954e-04
##   -6.779410e-04 -6.721767e-05  2.831870e-04 -1.601690e-04  1.704452e-04
##    5.648963e-04  5.585592e-05 -2.375198e-04  1.323357e-04 -1.425521e-04
##    1.446906e-03  1.431007e-04 -6.080394e-04  3.392036e-04 -3.650139e-04
##    5.272187e+00  8.602531e-01  2.857183e-01 -5.943748e-04  6.375495e-04
##    8.602531e-01  4.761034e+00  7.638594e-02 -5.895729e-05  6.303875e-05
##    2.857183e-01  7.638594e-02  1.200006e+00  2.480249e-04 -2.680780e-04
##   -5.943748e-04 -5.895729e-05  2.480249e-04  5.039312e+00  1.293321e+00
##    6.375495e-04  6.303875e-05 -2.680780e-04  1.293321e+00  5.332304e+00
##    1.469053e-03  1.452850e-04 -6.174070e-04  1.452945e-01 -1.848082e-01
##   -3.257839e-04 -3.237195e-05  1.353706e-04 -7.748687e-05  8.166431e-05
##    3.687002e-04  3.644701e-05 -1.551212e-04  8.630476e-05 -9.307418e-05
##    1.765825e-03  1.746249e-04 -7.422344e-04  4.138425e-04 -4.455275e-04
## d -7.803994e+00 -9.456459e+00 -1.232786e+00 -9.065969e+00 -8.777973e+00
##           [,46]         [,47]         [,48]         [,49]         [,50]
##    4.421669e-02 -2.261135e-02  1.152594e-02  6.027107e-02 -7.032833e+00
##    3.234682e-04 -7.290347e-05  8.105843e-05  3.887374e-04 -8.580804e+00
##   -2.613015e-04  5.751410e-05 -6.562727e-05 -3.141169e-04 -8.980541e+00
##   -8.877609e-04  1.958007e-04 -2.229233e-04 -1.067173e-03 -1.371449e+00
##    6.666319e-04 -1.484164e-04  1.672479e-04  8.012642e-04 -5.913694e+00
##   -7.933483e-06  1.601769e-06 -2.007975e-06 -9.546481e-06 -6.486684e+00
##   -4.149418e-04  9.147789e-05 -1.041992e-04 -4.988021e-04 -1.415430e+00
##    3.862182e-04 -8.694800e-05  9.679355e-05  4.641555e-04 -9.013693e+00
##   -1.296347e-04  2.831737e-05 -3.258155e-05 -1.558512e-04 -9.790242e+00
##   -1.253730e-03  2.763012e-04 -3.148439e-04 -1.507117e-03 -1.318517e+00
##    2.531344e-03 -5.629068e-04  6.351469e-04  3.042615e-03 -1.037565e+01
##    7.384645e-04 -1.640828e-04  1.853045e-04  8.876254e-04 -1.167547e+01
##    1.780905e-03 -3.960330e-04  4.468516e-04  2.140605e-03 -1.326098e+00
##    1.303121e-03 -2.902986e-04  3.269147e-04  1.566287e-03 -8.884228e+00
##    2.543375e-04 -5.665970e-05  6.380573e-05  3.057010e-04 -1.048130e+01
##   -9.814588e-04  2.157889e-04 -2.465239e-04 -1.179851e-03 -1.339163e+00
##   -9.641534e-05  2.128579e-05 -2.420837e-05 -1.158990e-04 -8.540837e+00
##   -9.954190e-05  2.188011e-05 -2.500366e-05 -1.196637e-04 -9.817685e+00
##   -2.100481e-08  4.600529e-09 -5.277904e-09 -2.525189e-08 -5.723752e-05
##    5.418168e-04 -1.212209e-04  1.358703e-04  6.512029e-04 -8.753193e+00
##    2.959370e-04 -6.585528e-05  7.424947e-05  3.557062e-04 -1.098241e+01
##   -1.203980e-03  2.642980e-04 -3.024616e-04 -1.447381e-03 -1.225712e+00
##    1.273119e-03 -2.827346e-04  3.194820e-04  1.530283e-03 -8.704444e+00
##    2.880845e-04 -6.401634e-05  7.228909e-05  3.462738e-04 -9.807562e+00
##   -9.488743e-04  2.087355e-04 -2.383275e-04 -1.140673e-03 -1.265164e+00
##    5.304511e-04 -1.176566e-04  1.331294e-04  6.376094e-04 -9.661102e+00
##   -2.459060e-04  5.406303e-05 -6.176729e-05 -2.956137e-04 -9.168396e+00
##   -9.683334e-04  2.134293e-04 -2.431708e-04 -1.164038e-03 -9.799745e-01
##    1.252183e-03 -2.775434e-04  3.142862e-04  1.505153e-03 -8.741014e+00
##    3.798465e-04 -8.430214e-05  9.532614e-05  4.565773e-04 -1.011681e+01
##   -9.488963e-04  2.085592e-04 -2.383523e-04 -1.140711e-03 -1.124719e+00
##    1.445584e-04 -3.340267e-05  3.613727e-05  1.736736e-04 -8.409768e+00
##   -1.395010e-04  3.057426e-05 -3.505041e-05 -1.677062e-04 -9.218923e+00
##   -1.090945e-03  2.405887e-04 -2.739469e-04 -1.311421e-03 -1.355099e+00
##   -1.144206e-04  2.415898e-05 -2.884698e-05 -1.376149e-04 -8.380105e+00
##   -2.210536e-04  4.865640e-05 -5.551869e-05 -2.657339e-04 -8.484673e+00
##   -7.744977e-04  1.708889e-04 -1.944747e-04 -9.310153e-04 -1.378602e+00
##    3.929451e-04 -8.817386e-05  9.851026e-05  4.722587e-04 -8.622035e+00
##   -3.283812e-04  7.236440e-05 -8.246556e-05 -3.947495e-04 -8.621685e+00
##   -8.408974e-04  1.855911e-04 -2.111420e-04 -1.010830e-03 -1.394716e+00
##    1.469053e-03 -3.257839e-04  3.687002e-04  1.765825e-03 -7.803994e+00
##    1.452850e-04 -3.237195e-05  3.644701e-05  1.746249e-04 -9.456459e+00
##   -6.174070e-04  1.353706e-04 -1.551212e-04 -7.422344e-04 -1.232786e+00
##    1.452945e-01 -7.748687e-05  8.630476e-05  4.138425e-04 -9.065969e+00
##   -1.848082e-01  8.166431e-05 -9.307418e-05 -4.455275e-04 -8.777973e+00
##    1.156164e+00  1.883884e-04 -2.143887e-04 -1.026351e-03 -1.382516e+00
##    1.883884e-04  5.182778e+00  9.288836e-01  9.962881e-02 -8.307322e+00
##   -2.143887e-04  9.288836e-01  5.787488e+00 -5.348180e-02 -8.918234e+00
##   -1.026351e-03  9.962881e-02 -5.348180e-02  1.018427e+00 -1.345416e+00
## d -1.382516e+00 -8.307322e+00 -8.918234e+00 -1.345416e+00  5.855500e+03
## 
## Model rank =  1025 / 1025 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                k'  edf k-index p-value    
## s(bb.sp)                     16.0 14.1      NA      NA    
## te(yday,elev.mean):bb.spbss  63.0 37.9    0.59  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.0 27.6    0.59  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.0 40.2    0.59  <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.0 46.8    0.59  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.0 41.4    0.59  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.0 36.7    0.59  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.0 41.9    0.59  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.0 39.6    0.59  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.0 39.6    0.59  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.0 40.0    0.59  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.0 38.0    0.59  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.0 36.5    0.59  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.0 37.3    0.59  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.0 37.0    0.59  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.0 38.5    0.59  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.0 37.1    0.59  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#weighted_fl_abundance.2012.sum <- summary(weighted_fl_abundance.2012)
#print(plot(weighted_fl_abundance.2012, allTerms = TRUE), pages = 4)
#weighted_fl_abundance.2012.ck <- check2D(weighted_fl_abundance.2012, x1 = "yday", x2 = "elev.mean")

weighted_fl_abundance.2012.sqrt <- bam(log(fl.abund.wt.sqrt + 0.01) ~
                                      s(bb.sp, bs = "re") +
                                      #s(management, bs = "re") +
                                      #s(site, bs = "re") +
                                      te(yday, elev.mean, 
                                                by = bb.sp,
                                                #id = 0,
                                                bs= c("gp", "tp"), 
                                                k=c(8, 8), 
                                                m=2),
                                    data = filter(fl_abund_wt, year == 2012),
                                    discrete = TRUE,
                                    family = "gaussian",
                                    select = TRUE,
                                    method = "fREML") %>% getViz(nsim = 500)

check.gamViz(weighted_fl_abundance.2012.sqrt)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1] -3.577735e-09  5.869083e-12 -1.712408e-12 -1.168066e-11  8.275017e-09
##  [6]  1.544834e-09  6.131728e-08  4.783729e-12 -1.952216e-12 -1.461986e-11
## [11]  1.492140e-11  5.968559e-12  1.345013e-11  1.482192e-11  2.746248e-12
## [16] -1.050271e-11 -7.958079e-13 -2.327027e-13 -9.399217e-05  4.353851e-12
## [21]  4.408918e-12 -1.476619e-11  1.277556e-11  2.481571e-12 -1.057687e-11
## [26]  4.261480e-12 -1.957545e-12 -8.861023e-12  1.205969e-11  3.621992e-12
## [31] -9.109824e-12  1.461942e-12 -1.449507e-12 -1.238765e-11  4.558132e-12
## [36] -2.257750e-12 -1.148326e-11  7.579715e-12 -3.149481e-12 -1.076006e-11
## [41]  1.528200e-11  1.426415e-12 -7.774670e-12  6.654233e-12 -3.675282e-12
## [46] -1.002309e-11  2.875922e-12 -2.051692e-12 -1.263278e-11 -6.815844e-08
## 
## $hess
##            [,1]          [,2]          [,3]          [,4]          [,5]
##    6.991161e+00 -7.394715e-02  1.706000e-02  1.252819e-01  1.266309e-01
##   -7.394715e-02  4.211605e+00  1.155102e+00  1.720040e-01 -2.089230e-04
##    1.706000e-02  1.155102e+00  4.187884e+00 -2.814194e-01  6.074263e-05
##    1.252819e-01  1.720040e-01 -2.814194e-01  1.090252e+00  4.157551e-04
##    1.266309e-01 -2.089230e-04  6.074263e-05  4.157551e-04  3.305969e+00
##   -4.004901e-04 -8.119571e-07  1.992988e-07  1.434627e-06  7.892460e-01
##   -1.054456e-01  1.640520e-04 -4.794440e-05 -3.276822e-04  1.270431e-01
##   -3.739819e-02 -1.669389e-04  4.833151e-05  3.311991e-04 -1.688378e-04
##    9.600993e-03  6.790814e-05 -1.990725e-05 -1.359423e-04  6.889800e-05
##    8.150766e-02  5.086763e-04 -1.486967e-04 -1.016219e-03  5.157195e-04
##    2.562618e-01 -4.998815e-04  1.455747e-04  9.959342e-04 -5.063173e-04
##    1.045968e-01 -2.028237e-04  5.909169e-05  4.042205e-04 -2.054576e-04
##    2.298185e-01 -4.510578e-04  1.312977e-04  8.983722e-04 -4.568135e-04
##   -4.587027e-03 -5.161858e-04  1.501250e-04  1.027444e-03 -5.226573e-04
##   -1.139926e-03 -9.438093e-05  2.743630e-05  1.877967e-04 -9.555274e-05
##   -1.245015e-02  3.642012e-04 -1.065999e-04 -7.282627e-04  3.693641e-04
##    3.019640e-03  2.765970e-05 -8.081026e-06 -5.523570e-05  2.803873e-05
##    6.742333e-05  8.257414e-06 -2.449188e-06 -1.667071e-05  8.402918e-06
##    3.777777e-06  3.620529e-08 -1.058539e-08 -7.233894e-08  3.670821e-08
##    6.728786e-04 -1.531904e-04  4.427268e-05  3.035364e-04 -1.548638e-04
##    8.051504e-03 -1.553671e-04  4.521788e-05  3.094068e-04 -1.573428e-04
##   -4.999263e-02  5.151663e-04 -1.509329e-04 -1.030855e-03  5.225981e-04
##    7.555948e-02 -4.404649e-04  1.282661e-04  8.775294e-04 -4.461310e-04
##    1.414541e-02 -8.576441e-05  2.495092e-05  1.707475e-04 -8.684635e-05
##   -7.413588e-02  3.651469e-04 -1.068237e-04 -7.298924e-04  3.702765e-04
##   -2.434259e-02 -1.481710e-04  4.317528e-05  2.953311e-04 -1.501008e-04
##    8.768547e-03  6.790358e-05 -1.989154e-05 -1.358624e-04  6.888071e-05
##    4.442365e-02  3.082557e-04 -9.009624e-05 -6.157590e-04  3.125121e-04
##    3.365790e-02 -4.145402e-04  1.208566e-04  8.265699e-04 -4.199962e-04
##    9.227416e-03 -1.254565e-04  3.653474e-05  2.499496e-04 -1.270713e-04
##   -3.328750e-02  3.127628e-04 -9.152432e-05 -6.253079e-04  3.171791e-04
##   -1.937756e-02 -5.140988e-05  1.460540e-05  1.006223e-04 -5.174917e-05
##    8.532971e-03  5.050111e-05 -1.481052e-05 -1.011261e-04  5.124264e-05
##    8.321578e-02  4.311890e-04 -1.259982e-04 -8.611843e-04  4.371176e-04
##   -4.026859e-02 -1.631383e-04  4.726481e-05  3.238246e-04 -1.650236e-04
##    1.387519e-02  7.726369e-05 -2.261431e-05 -1.544958e-04  7.835863e-05
##    7.603568e-02  4.030868e-04 -1.178185e-04 -8.052156e-04  4.086573e-04
##   -6.548686e-02 -2.648749e-04  7.698357e-05  5.269679e-04 -2.681504e-04
##    2.262623e-02  1.091459e-04 -3.191510e-05 -2.180953e-04  1.106655e-04
##    7.939476e-02  3.744662e-04 -1.094187e-04 -7.478736e-04  3.796110e-04
##    7.061843e-02 -5.332527e-04  1.553799e-04  1.062849e-03 -5.401947e-04
##    5.750294e-03 -5.035347e-05  1.463272e-05  1.001679e-04 -5.097432e-05
##   -4.499006e-02  2.713806e-04 -7.946317e-05 -5.428117e-04  2.752554e-04
##   -3.857251e-02 -2.312623e-04  6.712053e-05  4.596334e-04 -2.340395e-04
##    1.480346e-02  1.264801e-04 -3.698505e-05 -2.527389e-04  1.282422e-04
##    4.254404e-02  3.465893e-04 -1.012621e-04 -6.921445e-04  3.513414e-04
##   -2.291664e-02 -1.019509e-04  2.940374e-05  2.017107e-04 -1.030112e-04
##    8.727534e-03  7.052235e-05 -2.065236e-05 -1.410709e-04  7.153160e-05
##    6.068133e-02  4.382388e-04 -1.280544e-04 -8.752452e-04  4.442609e-04
## d -7.215060e+00 -9.028056e+00 -9.637811e+00 -1.345065e+00 -5.658481e+00
##            [,6]          [,7]          [,8]          [,9]         [,10]
##   -4.004901e-04 -1.054456e-01 -3.739819e-02  9.600993e-03  8.150766e-02
##   -8.119571e-07  1.640520e-04 -1.669389e-04  6.790814e-05  5.086763e-04
##    1.992988e-07 -4.794440e-05  4.833151e-05 -1.990725e-05 -1.486967e-04
##    1.434627e-06 -3.276822e-04  3.311991e-04 -1.359423e-04 -1.016219e-03
##    7.892460e-01  1.270431e-01 -1.688378e-04  6.889800e-05  5.157195e-04
##    1.982562e+00  2.144190e-02 -6.688401e-07  2.264125e-07  1.774004e-06
##    2.144190e-02  1.371120e+00  1.324907e-04 -5.437907e-05 -4.065078e-04
##   -6.688401e-07  1.324907e-04  2.306957e+00  9.587396e-01  1.538462e-01
##    2.264125e-07 -5.437907e-05  9.587396e-01  6.171024e+00 -1.140792e-01
##    1.774004e-06 -4.065078e-04  1.538462e-01 -1.140792e-01  9.264534e-01
##   -1.845312e-06  3.983986e-04 -4.038891e-04  1.651174e-04  1.235433e-03
##   -7.439681e-07  1.616981e-04 -1.638666e-04  6.702422e-05  5.014300e-04
##   -1.675922e-06  3.593719e-04 -3.644613e-04  1.489244e-04  1.114401e-03
##   -1.942093e-06  4.110051e-04 -4.171306e-04  1.702805e-04  1.274490e-03
##   -3.575050e-07  7.512387e-05 -7.627387e-05  3.111997e-05  2.329500e-04
##    1.244916e-06 -2.913182e-04  2.940782e-04 -1.209053e-04 -9.034742e-04
##    9.729192e-08 -2.209541e-05  2.233923e-05 -9.165614e-06 -6.852253e-05
##    2.225160e-08 -6.668276e-06  6.656415e-06 -2.777551e-06 -2.068635e-05
##    1.259270e-10 -2.893699e-08  2.923840e-08 -1.200603e-08 -8.974107e-08
##   -6.282664e-07  1.214254e-04 -1.238900e-04  5.021935e-05  3.764785e-04
##   -5.786924e-07  1.237708e-04 -1.255415e-04  5.128844e-05  3.838077e-04
##    1.733892e-06 -4.123592e-04  4.159262e-04 -1.711862e-04 -1.278889e-03
##   -1.626976e-06  3.510338e-04 -3.558841e-04  1.454852e-04  1.088554e-03
##   -3.212723e-07  6.830352e-05 -6.930375e-05  2.830071e-05  2.118045e-04
##    1.257971e-06 -2.919706e-04  2.948601e-04 -1.211596e-04 -9.054880e-04
##   -5.423164e-07  1.181396e-04 -1.197090e-04  4.897112e-05  3.663551e-04
##    2.290577e-07 -5.434723e-05  5.482380e-05 -2.256076e-05 -1.685517e-04
##    1.077505e-06 -2.463159e-04  2.489488e-04 -1.021881e-04 -7.638840e-04
##   -1.505316e-06  3.306474e-04 -3.348895e-04  1.370797e-04  1.025361e-03
##   -4.632179e-07  9.998611e-05 -1.013653e-04  4.143936e-05  3.100566e-04
##    1.072766e-06 -2.501346e-04  2.525506e-04 -1.038068e-04 -7.757466e-04
##   -2.575274e-07  4.025495e-05 -4.166377e-05  1.656964e-05  1.247643e-04
##    1.672418e-07 -4.045199e-05  4.076765e-05 -1.679776e-05 -1.254603e-04
##    1.512515e-06 -3.444912e-04  3.482401e-04 -1.429088e-04 -1.068344e-03
##   -6.473856e-07  1.295403e-04 -1.318949e-04  5.361225e-05  4.016600e-04
##    2.641775e-07 -6.180109e-05  6.238754e-05 -2.564908e-05 -1.916656e-04
##    1.408012e-06 -3.221023e-04  3.255330e-04 -1.336309e-04 -9.989165e-04
##   -1.006075e-06  2.108018e-04 -2.140636e-04  8.731973e-05  6.536682e-04
##    3.788877e-07 -8.724235e-05  8.814181e-05 -3.619830e-05 -2.705618e-04
##    1.314382e-06 -2.991647e-04  3.024308e-04 -1.241041e-04 -9.277753e-04
##   -1.952415e-06  4.251655e-04 -4.308220e-04  1.762381e-04  1.318453e-03
##   -1.916410e-07  4.006996e-05 -4.069481e-05  1.659740e-05  1.242512e-04
##    9.218325e-07 -2.171341e-04  2.191184e-04 -9.012655e-05 -6.734105e-04
##   -8.957689e-07  1.838671e-04 -1.869313e-04  7.613334e-05  5.701301e-04
##    4.388260e-07 -1.011004e-04  1.021398e-04 -4.194865e-05 -3.135397e-04
##    1.218563e-06 -2.768720e-04  2.799203e-04 -1.148529e-04 -8.586389e-04
##   -4.293188e-07  8.069207e-05 -8.247184e-05  3.335382e-05  2.501741e-04
##    2.390602e-07 -5.643079e-05  5.694031e-05 -2.342373e-05 -1.750125e-04
##    1.537967e-06 -3.501159e-04  3.539351e-04 -1.452409e-04 -1.085786e-03
## d -6.159296e+00 -1.406388e+00 -9.158006e+00 -1.003546e+01 -1.301486e+00
##           [,11]         [,12]         [,13]         [,14]         [,15]
##    2.562618e-01  1.045968e-01  2.298185e-01 -4.587027e-03 -1.139926e-03
##   -4.998815e-04 -2.028237e-04 -4.510578e-04 -5.161858e-04 -9.438093e-05
##    1.455747e-04  5.909169e-05  1.312977e-04  1.501250e-04  2.743630e-05
##    9.959342e-04  4.042205e-04  8.983722e-04  1.027444e-03  1.877967e-04
##   -5.063173e-04 -2.054576e-04 -4.568135e-04 -5.226573e-04 -9.555274e-05
##   -1.845312e-06 -7.439681e-07 -1.675922e-06 -1.942093e-06 -3.575050e-07
##    3.983986e-04  1.616981e-04  3.593719e-04  4.110051e-04  7.512387e-05
##   -4.038891e-04 -1.638666e-04 -3.644613e-04 -4.171306e-04 -7.627387e-05
##    1.651174e-04  6.702422e-05  1.489244e-04  1.702805e-04  3.111997e-05
##    1.235433e-03  5.014300e-04  1.114401e-03  1.274490e-03  2.329500e-04
##    5.945534e+00  4.567017e-01 -5.727091e-01 -1.251118e-03 -2.287148e-04
##    4.567017e-01  6.287818e+00 -1.821956e-01 -5.076956e-04 -9.280926e-05
##   -5.727091e-01 -1.821956e-01  9.892600e-01 -1.128779e-03 -2.063541e-04
##   -1.251118e-03 -5.076956e-04 -1.128779e-03  5.006500e+00  1.300847e+00
##   -2.287148e-04 -9.280926e-05 -2.063541e-04  1.300847e+00  5.575012e+00
##    8.849973e-04  3.592152e-04  7.982556e-04  2.272920e-01 -1.440376e-01
##    6.716279e-05  2.725903e-05  6.058436e-05  6.929059e-05  1.266517e-05
##    2.017275e-05  8.192234e-06  1.818588e-05  2.077475e-05  3.794835e-06
##    8.793867e-08  3.569225e-08  7.932300e-08  9.071691e-08  1.658103e-08
##   -3.703651e-04 -1.502548e-04 -3.342334e-04 -3.825870e-04 -6.996268e-05
##   -3.766802e-04 -1.528585e-04 -3.398374e-04 -3.887898e-04 -7.107586e-05
##    1.252324e-03  5.083303e-04  1.129536e-03  1.291573e-03  2.360499e-04
##   -1.068132e-03 -4.334623e-04 -9.636365e-04 -1.102396e-03 -2.015274e-04
##   -2.078990e-04 -8.436503e-05 -1.875675e-04 -2.145925e-04 -3.923098e-05
##    8.871187e-04  3.600693e-04  8.001849e-04  9.150796e-04  1.672518e-04
##   -3.594060e-04 -1.458554e-04 -3.242373e-04 -3.709078e-04 -6.780336e-05
##    1.650584e-04  6.699841e-05  1.488755e-04  1.702342e-04  3.111246e-05
##    7.486230e-04  3.038447e-04  6.752863e-04  7.723033e-04  1.411617e-04
##   -1.005730e-03 -4.081573e-04 -9.072978e-04 -1.037851e-03 -1.897188e-04
##   -3.042368e-04 -1.234635e-04 -2.744730e-04 -3.139951e-04 -5.740096e-05
##    7.599376e-04  3.084516e-04  6.854593e-04  7.838640e-04  1.432674e-04
##   -1.234526e-04 -5.005066e-05 -1.114848e-04 -1.277825e-04 -2.338408e-05
##    1.228129e-04  4.985286e-05  1.107669e-04  1.266470e-04  2.314523e-05
##    1.047081e-03  4.249764e-04  9.445149e-04  1.080231e-03  1.974466e-04
##   -3.948060e-04 -1.601858e-04 -3.562547e-04 -4.077156e-04 -7.455005e-05
##    1.877470e-04  7.620534e-05  1.693454e-04  1.936536e-04  3.539392e-05
##    9.789451e-04  3.973266e-04  8.830440e-04  1.009906e-03  1.845904e-04
##   -6.418261e-04 -2.604420e-04 -5.790812e-04 -6.625662e-04 -1.211328e-04
##    2.651165e-04  1.076051e-04  2.391409e-04  2.734883e-04  4.998729e-05
##    9.093224e-04  3.690642e-04  8.202521e-04  9.381158e-04  1.714709e-04
##   -1.293454e-03 -5.249135e-04 -1.166888e-03 -1.334851e-03 -2.440162e-04
##   -1.220061e-04 -4.950770e-05 -1.100794e-04 -1.259507e-04 -2.302691e-05
##    6.595507e-04  2.677118e-04  5.948964e-04  6.802673e-04  1.243298e-04
##   -5.600660e-04 -2.272528e-04 -5.053421e-04 -5.782591e-04 -1.057257e-04
##    3.072258e-04  1.246966e-04  2.771240e-04  3.169261e-04  5.792662e-05
##    8.415919e-04  3.415732e-04  7.591592e-04  8.682517e-04  1.587017e-04
##   -2.462830e-04 -9.990749e-05 -2.222746e-04 -2.544717e-04 -4.653860e-05
##    1.714030e-04  6.957290e-05  1.546000e-04  1.767842e-04  3.230997e-05
##    1.064187e-03  4.319189e-04  9.599469e-04  1.097883e-03  2.006734e-04
## d -9.297174e+00 -1.031541e+01 -1.223272e+00 -9.057701e+00 -1.055626e+01
##           [,16]         [,17]         [,18]         [,19]         [,20]
##   -1.245015e-02  3.019640e-03  6.742333e-05  3.777777e-06  6.728786e-04
##    3.642012e-04  2.765970e-05  8.257414e-06  3.620529e-08 -1.531904e-04
##   -1.065999e-04 -8.081026e-06 -2.449188e-06 -1.058539e-08  4.427268e-05
##   -7.282627e-04 -5.523570e-05 -1.667071e-05 -7.233894e-08  3.035364e-04
##    3.693641e-04  2.803873e-05  8.402918e-06  3.670821e-08 -1.548638e-04
##    1.244916e-06  9.729192e-08  2.225160e-08  1.259270e-10 -6.282664e-07
##   -2.913182e-04 -2.209541e-05 -6.668276e-06 -2.893699e-08  1.214254e-04
##    2.940782e-04  2.233923e-05  6.656415e-06  2.923840e-08 -1.238900e-04
##   -1.209053e-04 -9.165614e-06 -2.777551e-06 -1.200603e-08  5.021935e-05
##   -9.034742e-04 -6.852253e-05 -2.068635e-05 -8.974107e-08  3.764785e-04
##    8.849973e-04  6.716279e-05  2.017275e-05  8.793867e-08 -3.703651e-04
##    3.592152e-04  2.725903e-05  8.192234e-06  3.569225e-08 -1.502548e-04
##    7.982556e-04  6.058436e-05  1.818588e-05  7.932300e-08 -3.342334e-04
##    2.272920e-01  6.929059e-05  2.077475e-05  9.071691e-08 -3.825870e-04
##   -1.440376e-01  1.266517e-05  3.794835e-06  1.658103e-08 -6.996268e-05
##    1.231164e+00 -4.910395e-05 -1.484956e-05 -6.431472e-08  2.694525e-04
##   -4.910395e-05  7.134045e+00  1.144390e+00  4.726966e-05  2.047455e-05
##   -1.484956e-05  1.144390e+00  6.863294e+00 -9.626553e-06  6.086027e-06
##   -6.431472e-08  4.726966e-05 -9.626553e-06  9.396219e-05  2.679473e-08
##    2.694525e-04  2.047455e-05  6.086027e-06  2.679473e-08  2.627769e+00
##    2.749197e-04  2.086587e-05  6.261963e-06  2.731934e-08  9.474097e-01
##   -9.167586e-04 -6.950445e-05 -2.104623e-05 -9.104036e-08  4.275840e-02
##    7.797773e-04  5.917801e-05  1.777346e-05  7.748370e-08 -3.263468e-04
##    1.517077e-04  1.151507e-05  3.453882e-06  1.507610e-08 -6.356148e-05
##   -6.489812e-04 -4.921460e-05 -1.487311e-05 -6.445758e-08  2.701904e-04
##    2.624545e-04  1.991586e-05  5.986570e-06  2.607755e-08 -1.097627e-04
##   -1.208227e-04 -9.160433e-06 -2.773296e-06 -1.199868e-08  5.022631e-05
##   -5.474326e-04 -4.152014e-05 -1.253207e-05 -5.437665e-08  2.281540e-04
##    7.346070e-04  5.573939e-05  1.676696e-05  7.298691e-08 -3.070384e-04
##    2.221074e-04  1.685585e-05  5.062660e-06  2.206996e-08 -9.295184e-05
##   -5.560108e-04 -4.216239e-05 -1.274665e-05 -5.522212e-08  2.314104e-04
##    8.911934e-05  6.791033e-06  1.971049e-06  8.877353e-09 -3.835277e-05
##   -8.994516e-05 -6.818120e-06 -2.067310e-06 -8.931287e-09  3.734213e-05
##   -7.656018e-04 -5.806939e-05 -1.752180e-05 -7.604918e-08  3.191630e-04
##    2.875575e-04  2.184133e-05  6.514394e-06  2.858805e-08 -1.210453e-04
##   -1.373781e-04 -1.041706e-05 -3.150157e-06 -1.364390e-08  5.716347e-05
##   -7.158707e-04 -5.429497e-05 -1.638890e-05 -7.110736e-08  2.983390e-04
##    4.681460e-04  3.553936e-05  1.064578e-05  4.652696e-08 -1.963571e-04
##   -1.939062e-04 -1.470579e-05 -4.441325e-06 -1.925992e-08  8.077357e-05
##   -6.648637e-04 -5.042895e-05 -1.521553e-05 -6.604288e-08  2.771805e-04
##    9.445287e-04  7.167406e-05  2.154404e-05  9.384886e-08 -3.950276e-04
##    8.898515e-05  6.755475e-06  2.023207e-06  8.843964e-09 -3.732953e-05
##   -4.826958e-04 -3.659924e-05 -1.107387e-05 -4.793770e-08  2.007571e-04
##    4.082520e-04  3.099962e-05  9.268279e-06  4.057999e-08 -1.715068e-04
##   -2.247085e-04 -1.704172e-05 -5.147044e-06 -2.231931e-08  9.360090e-05
##   -6.153115e-04 -4.667131e-05 -1.407971e-05 -6.112137e-08  2.565538e-04
##    1.790118e-04  1.360696e-05  4.033236e-06  1.780483e-08 -7.574153e-05
##   -1.254496e-04 -9.511709e-06 -2.878464e-06 -1.245854e-08  5.216787e-05
##   -7.780989e-04 -5.901757e-05 -1.780717e-05 -7.729079e-08  3.243840e-04
## d -1.320570e+00 -9.130423e+00 -9.986779e+00 -1.123338e-04 -8.618791e+00
##           [,21]         [,22]         [,23]         [,24]         [,25]
##    8.051504e-03 -4.999263e-02  7.555948e-02  1.414541e-02 -7.413588e-02
##   -1.553671e-04  5.151663e-04 -4.404649e-04 -8.576441e-05  3.651469e-04
##    4.521788e-05 -1.509329e-04  1.282661e-04  2.495092e-05 -1.068237e-04
##    3.094068e-04 -1.030855e-03  8.775294e-04  1.707475e-04 -7.298924e-04
##   -1.573428e-04  5.225981e-04 -4.461310e-04 -8.684635e-05  3.702765e-04
##   -5.786924e-07  1.733892e-06 -1.626976e-06 -3.212723e-07  1.257971e-06
##    1.237708e-04 -4.123592e-04  3.510338e-04  6.830352e-05 -2.919706e-04
##   -1.255415e-04  4.159262e-04 -3.558841e-04 -6.930375e-05  2.948601e-04
##    5.128844e-05 -1.711862e-04  1.454852e-04  2.830071e-05 -1.211596e-04
##    3.838077e-04 -1.278889e-03  1.088554e-03  2.118045e-04 -9.054880e-04
##   -3.766802e-04  1.252324e-03 -1.068132e-03 -2.078990e-04  8.871187e-04
##   -1.528585e-04  5.083303e-04 -4.334623e-04 -8.436503e-05  3.600693e-04
##   -3.398374e-04  1.129536e-03 -9.636365e-04 -1.875675e-04  8.001849e-04
##   -3.887898e-04  1.291573e-03 -1.102396e-03 -2.145925e-04  9.150796e-04
##   -7.107586e-05  2.360499e-04 -2.015274e-04 -3.923098e-05  1.672518e-04
##    2.749197e-04 -9.167586e-04  7.797773e-04  1.517077e-04 -6.489812e-04
##    2.086587e-05 -6.950445e-05  5.917801e-05  1.151507e-05 -4.921460e-05
##    6.261963e-06 -2.104623e-05  1.777346e-05  3.453882e-06 -1.487311e-05
##    2.731934e-08 -9.104036e-08  7.748370e-08  1.507610e-08 -6.445758e-08
##    9.474097e-01  4.275840e-02 -3.263468e-04 -6.356148e-05  2.701904e-04
##    6.009730e+00 -2.146422e-01 -3.319027e-04 -6.460431e-05  2.755862e-04
##   -2.146422e-01  1.053633e+00  1.103428e-03  2.146566e-04 -9.187103e-04
##   -3.319027e-04  1.103428e-03  6.486954e+00  1.147755e+00  2.910125e-01
##   -6.460431e-05  2.146566e-04  1.147755e+00  6.812720e+00  3.952380e-03
##    2.755862e-04 -9.187103e-04  2.910125e-01  3.952380e-03  1.073184e+00
##   -1.116751e-04  3.714076e-04 -3.166804e-04 -6.163492e-05  2.630768e-04
##    5.127217e-05 -1.710585e-04  1.454337e-04  2.829246e-05 -1.210806e-04
##    2.325740e-04 -7.748937e-04  6.596204e-04  1.283468e-04 -5.486563e-04
##   -3.124926e-04  1.039614e-03 -8.861691e-04 -1.724654e-04  7.363314e-04
##   -9.453594e-05  3.142949e-04 -2.680702e-04 -5.217671e-05  2.226399e-04
##    2.360734e-04 -7.871186e-04  6.695868e-04  1.302723e-04 -5.572238e-04
##   -3.841275e-05  1.258359e-04 -1.087871e-04 -2.121943e-05  8.943218e-05
##    3.814704e-05 -1.273552e-04  1.082105e-04  2.104904e-05 -9.013267e-05
##    3.252996e-04 -1.083692e-03  9.225957e-04  1.795191e-04 -7.673210e-04
##   -1.227133e-04  4.067289e-04 -3.478797e-04 -6.774081e-05  2.883129e-04
##    5.832265e-05 -1.944831e-04  1.654252e-04  3.218394e-05 -1.376766e-04
##    3.041272e-04 -1.013323e-03  8.625598e-04  1.678334e-04 -7.174696e-04
##   -1.994572e-04  6.623406e-04 -5.655324e-04 -1.100930e-04  4.693096e-04
##    8.236149e-05 -2.744859e-04  2.335969e-04  4.545075e-05 -1.943359e-04
##    2.825026e-04 -9.410963e-04  8.012155e-04  1.559015e-04 -6.663580e-04
##   -4.019043e-04  1.336630e-03 -1.139691e-03 -2.218163e-04  9.467692e-04
##   -3.791553e-05  1.258961e-04 -1.075033e-04 -2.092808e-05  8.920689e-05
##    2.048814e-04 -6.833662e-04  5.811338e-04  1.130572e-04 -4.837358e-04
##   -1.740624e-04  5.775314e-04 -4.934937e-04 -9.608076e-05  4.092922e-04
##    9.544305e-05 -3.180893e-04  2.706998e-04  5.266967e-05 -2.252060e-04
##    2.614620e-04 -8.709483e-04  7.415375e-04  1.442906e-04 -6.166973e-04
##   -7.656862e-05  2.530988e-04 -2.170137e-04 -4.227455e-05  1.795185e-04
##    5.324390e-05 -1.776045e-04  1.510241e-04  2.938079e-05 -1.257191e-04
##    3.306147e-04 -1.101379e-03  9.376685e-04  1.824525e-04 -7.798473e-04
## d -1.153022e+01 -1.235372e+00 -8.829032e+00 -9.884194e+00 -1.239568e+00
##           [,26]         [,27]         [,28]         [,29]         [,30]
##   -2.434259e-02  8.768547e-03  4.442365e-02  3.365790e-02  9.227416e-03
##   -1.481710e-04  6.790358e-05  3.082557e-04 -4.145402e-04 -1.254565e-04
##    4.317528e-05 -1.989154e-05 -9.009624e-05  1.208566e-04  3.653474e-05
##    2.953311e-04 -1.358624e-04 -6.157590e-04  8.265699e-04  2.499496e-04
##   -1.501008e-04  6.888071e-05  3.125121e-04 -4.199962e-04 -1.270713e-04
##   -5.423164e-07  2.290577e-07  1.077505e-06 -1.505316e-06 -4.632179e-07
##    1.181396e-04 -5.434723e-05 -2.463159e-04  3.306474e-04  9.998611e-05
##   -1.197090e-04  5.482380e-05  2.489488e-04 -3.348895e-04 -1.013653e-04
##    4.897112e-05 -2.256076e-05 -1.021881e-04  1.370797e-04  4.143936e-05
##    3.663551e-04 -1.685517e-04 -7.638840e-04  1.025361e-03  3.100566e-04
##   -3.594060e-04  1.650584e-04  7.486230e-04 -1.005730e-03 -3.042368e-04
##   -1.458554e-04  6.699841e-05  3.038447e-04 -4.081573e-04 -1.234635e-04
##   -3.242373e-04  1.488755e-04  6.752863e-04 -9.072978e-04 -2.744730e-04
##   -3.709078e-04  1.702342e-04  7.723033e-04 -1.037851e-03 -3.139951e-04
##   -6.780336e-05  3.111246e-05  1.411617e-04 -1.897188e-04 -5.740096e-05
##    2.624545e-04 -1.208227e-04 -5.474326e-04  7.346070e-04  2.221074e-04
##    1.991586e-05 -9.160433e-06 -4.152014e-05  5.573939e-05  1.685585e-05
##    5.986570e-06 -2.773296e-06 -1.253207e-05  1.676696e-05  5.062660e-06
##    2.607755e-08 -1.199868e-08 -5.437665e-08  7.298691e-08  2.206996e-08
##   -1.097627e-04  5.022631e-05  2.281540e-04 -3.070384e-04 -9.295184e-05
##   -1.116751e-04  5.127217e-05  2.325740e-04 -3.124926e-04 -9.453594e-05
##    3.714076e-04 -1.710585e-04 -7.748937e-04  1.039614e-03  3.142949e-04
##   -3.166804e-04  1.454337e-04  6.596204e-04 -8.861691e-04 -2.680702e-04
##   -6.163492e-05  2.829246e-05  1.283468e-04 -1.724654e-04 -5.217671e-05
##    2.630768e-04 -1.210806e-04 -5.486563e-04  7.363314e-04  2.226399e-04
##    7.277942e+00  1.026657e+00  2.834480e-01 -2.981976e-04 -9.020046e-05
##    1.026657e+00  6.558054e+00 -1.053270e-01  1.370209e-04  4.142460e-05
##    2.834480e-01 -1.053270e-01  4.648712e-01  6.213185e-04  1.878819e-04
##   -2.981976e-04  1.370209e-04  6.213185e-04  7.738893e+00  1.066670e+00
##   -9.020046e-05  4.142460e-05  1.878819e-04  1.066670e+00  5.910562e+00
##    2.253643e-04 -1.037373e-04 -4.700413e-04  4.788105e-01  1.176084e-01
##   -3.655425e-05  1.659058e-05  7.562707e-05 -1.021695e-04 -3.098400e-05
##    3.642509e-05 -1.678415e-05 -7.601685e-05  1.019630e-04  3.082223e-05
##    3.104950e-04 -1.428263e-04 -6.473444e-04  8.690032e-04  2.627859e-04
##   -1.170212e-04  5.361101e-05  2.434065e-04 -3.273814e-04 -9.908555e-05
##    5.567812e-05 -2.563158e-05 -1.161339e-04  1.558423e-04  4.711878e-05
##    2.902946e-04 -1.335515e-04 -6.052740e-04  8.124777e-04  2.456858e-04
##   -1.902698e-04  8.729977e-05  3.961072e-04 -5.323839e-04 -1.610802e-04
##    7.861883e-05 -3.617585e-05 -1.639408e-04  2.200429e-04  6.653626e-05
##    2.696445e-04 -1.240328e-04 -5.621697e-04  7.546706e-04  2.282127e-04
##   -3.834963e-04  1.761688e-04  7.989237e-04 -1.073171e-03 -3.246195e-04
##   -3.616852e-05  1.659376e-05  7.529338e-05 -1.012005e-04 -3.062008e-05
##    1.956001e-04 -9.006267e-05 -4.080304e-04  5.474928e-04  1.655271e-04
##   -1.660199e-04  7.612283e-05  3.454915e-04 -4.645005e-04 -1.405610e-04
##    9.110627e-05 -4.192254e-05 -1.899821e-04  2.549939e-04  7.710442e-05
##    2.495587e-04 -1.147878e-04 -5.202784e-04  6.984517e-04  2.112144e-04
##   -7.298146e-05  3.336291e-05  1.516150e-04 -2.041305e-04 -6.181068e-05
##    5.083261e-05 -2.340694e-05 -1.060428e-04  1.422834e-04  4.301692e-05
##    3.155671e-04 -1.451574e-04 -6.579138e-04  8.831977e-04  2.670791e-04
## d -9.863493e+00 -9.337861e+00 -8.698755e-01 -9.093209e+00 -1.005557e+01
##           [,31]         [,32]         [,33]         [,34]         [,35]
##   -3.328750e-02 -1.937756e-02  8.532971e-03  8.321578e-02 -4.026859e-02
##    3.127628e-04 -5.140988e-05  5.050111e-05  4.311890e-04 -1.631383e-04
##   -9.152432e-05  1.460540e-05 -1.481052e-05 -1.259982e-04  4.726481e-05
##   -6.253079e-04  1.006223e-04 -1.011261e-04 -8.611843e-04  3.238246e-04
##    3.171791e-04 -5.174917e-05  5.124264e-05  4.371176e-04 -1.650236e-04
##    1.072766e-06 -2.575274e-07  1.672418e-07  1.512515e-06 -6.473856e-07
##   -2.501346e-04  4.025495e-05 -4.045199e-05 -3.444912e-04  1.295403e-04
##    2.525506e-04 -4.166377e-05  4.076765e-05  3.482401e-04 -1.318949e-04
##   -1.038068e-04  1.656964e-05 -1.679776e-05 -1.429088e-04  5.361225e-05
##   -7.757466e-04  1.247643e-04 -1.254603e-04 -1.068344e-03  4.016600e-04
##    7.599376e-04 -1.234526e-04  1.228129e-04  1.047081e-03 -3.948060e-04
##    3.084516e-04 -5.005066e-05  4.985286e-05  4.249764e-04 -1.601858e-04
##    6.854593e-04 -1.114848e-04  1.107669e-04  9.445149e-04 -3.562547e-04
##    7.838640e-04 -1.277825e-04  1.266470e-04  1.080231e-03 -4.077156e-04
##    1.432674e-04 -2.338408e-05  2.314523e-05  1.974466e-04 -7.455005e-05
##   -5.560108e-04  8.911934e-05 -8.994516e-05 -7.656018e-04  2.875575e-04
##   -4.216239e-05  6.791033e-06 -6.818120e-06 -5.806939e-05  2.184133e-05
##   -1.274665e-05  1.971049e-06 -2.067310e-06 -1.752180e-05  6.514394e-06
##   -5.522212e-08  8.877353e-09 -8.931287e-09 -7.604918e-08  2.858805e-08
##    2.314104e-04 -3.835277e-05  3.734213e-05  3.191630e-04 -1.210453e-04
##    2.360734e-04 -3.841275e-05  3.814704e-05  3.252996e-04 -1.227133e-04
##   -7.871186e-04  1.258359e-04 -1.273552e-04 -1.083692e-03  4.067289e-04
##    6.695868e-04 -1.087871e-04  1.082105e-04  9.225957e-04 -3.478797e-04
##    1.302723e-04 -2.121943e-05  2.104904e-05  1.795191e-04 -6.774081e-05
##   -5.572238e-04  8.943218e-05 -9.013267e-05 -7.673210e-04  2.883129e-04
##    2.253643e-04 -3.655425e-05  3.642509e-05  3.104950e-04 -1.170212e-04
##   -1.037373e-04  1.659058e-05 -1.678415e-05 -1.428263e-04  5.361101e-05
##   -4.700413e-04  7.562707e-05 -7.601685e-05 -6.473444e-04  2.434065e-04
##    4.788105e-01 -1.021695e-04  1.019630e-04  8.690032e-04 -3.273814e-04
##    1.176084e-01 -3.098400e-05  3.082223e-05  2.627859e-04 -9.908555e-05
##    7.863765e-01  7.656295e-05 -7.722442e-05 -6.573705e-04  2.469472e-04
##    7.656295e-05  2.795423e+00  7.974433e-01  6.131748e-02 -4.066361e-05
##   -7.722442e-05  7.974433e-01  5.708631e+00 -1.237784e-01  3.986871e-05
##   -6.573705e-04  6.131748e-02 -1.237784e-01  1.068067e+00  3.404824e-04
##    2.469472e-04 -4.066361e-05  3.986871e-05  3.404824e-04  3.042490e+00
##   -1.179535e-04  1.890689e-05 -1.908113e-05 -1.624170e-04  9.208698e-01
##   -6.146666e-04  9.888474e-05 -9.940706e-05 -8.465186e-04  1.406352e-01
##    4.020074e-04 -6.564900e-05  6.494290e-05  5.540477e-04 -2.092231e-04
##   -1.664920e-04  2.675590e-05 -2.692805e-05 -2.292809e-04  8.618198e-05
##   -5.708740e-04  9.191617e-05 -9.231907e-05 -7.862391e-04  2.956928e-04
##    8.110477e-04 -1.315607e-04  1.310871e-04  1.117422e-03 -4.211482e-04
##    7.641374e-05 -1.248324e-05  1.234403e-05  1.053155e-04 -3.977424e-05
##   -4.144418e-04  6.635821e-05 -6.704888e-05 -5.706389e-04  2.142652e-04
##    3.505846e-04 -5.746210e-05  5.662023e-05  4.832637e-04 -1.826881e-04
##   -1.929394e-04  3.100325e-05 -3.120580e-05 -2.657012e-04  9.986896e-05
##   -5.283279e-04  8.509034e-05 -8.543691e-05 -7.276524e-04  2.736819e-04
##    1.537445e-04 -2.561726e-05  2.479934e-05  2.121020e-04 -8.056772e-05
##   -1.077105e-04  1.724010e-05 -1.742597e-05 -1.483026e-04  5.567961e-05
##   -6.681014e-04  1.075676e-04 -1.080424e-04 -9.201447e-04  3.460498e-04
## d -1.051930e+00 -8.577154e+00 -9.534421e+00 -1.359674e+00 -8.374775e+00
##           [,36]         [,37]         [,38]         [,39]         [,40]
##    1.387519e-02  7.603568e-02 -6.548686e-02  2.262623e-02  7.939476e-02
##    7.726369e-05  4.030868e-04 -2.648749e-04  1.091459e-04  3.744662e-04
##   -2.261431e-05 -1.178185e-04  7.698357e-05 -3.191510e-05 -1.094187e-04
##   -1.544958e-04 -8.052156e-04  5.269679e-04 -2.180953e-04 -7.478736e-04
##    7.835863e-05  4.086573e-04 -2.681504e-04  1.106655e-04  3.796110e-04
##    2.641775e-07  1.408012e-06 -1.006075e-06  3.788877e-07  1.314382e-06
##   -6.180109e-05 -3.221023e-04  2.108018e-04 -8.724235e-05 -2.991647e-04
##    6.238754e-05  3.255330e-04 -2.140636e-04  8.814181e-05  3.024308e-04
##   -2.564908e-05 -1.336309e-04  8.731973e-05 -3.619830e-05 -1.241041e-04
##   -1.916656e-04 -9.989165e-04  6.536682e-04 -2.705618e-04 -9.277753e-04
##    1.877470e-04  9.789451e-04 -6.418261e-04  2.651165e-04  9.093224e-04
##    7.620534e-05  3.973266e-04 -2.604420e-04  1.076051e-04  3.690642e-04
##    1.693454e-04  8.830440e-04 -5.790812e-04  2.391409e-04  8.202521e-04
##    1.936536e-04  1.009906e-03 -6.625662e-04  2.734883e-04  9.381158e-04
##    3.539392e-05  1.845904e-04 -1.211328e-04  4.998729e-05  1.714709e-04
##   -1.373781e-04 -7.158707e-04  4.681460e-04 -1.939062e-04 -6.648637e-04
##   -1.041706e-05 -5.429497e-05  3.553936e-05 -1.470579e-05 -5.042895e-05
##   -3.150157e-06 -1.638890e-05  1.064578e-05 -4.441325e-06 -1.521553e-05
##   -1.364390e-08 -7.110736e-08  4.652696e-08 -1.925992e-08 -6.604288e-08
##    5.716347e-05  2.983390e-04 -1.963571e-04  8.077357e-05  2.771805e-04
##    5.832265e-05  3.041272e-04 -1.994572e-04  8.236149e-05  2.825026e-04
##   -1.944831e-04 -1.013323e-03  6.623406e-04 -2.744859e-04 -9.410963e-04
##    1.654252e-04  8.625598e-04 -5.655324e-04  2.335969e-04  8.012155e-04
##    3.218394e-05  1.678334e-04 -1.100930e-04  4.545075e-05  1.559015e-04
##   -1.376766e-04 -7.174696e-04  4.693096e-04 -1.943359e-04 -6.663580e-04
##    5.567812e-05  2.902946e-04 -1.902698e-04  7.861883e-05  2.696445e-04
##   -2.563158e-05 -1.335515e-04  8.729977e-05 -3.617585e-05 -1.240328e-04
##   -1.161339e-04 -6.052740e-04  3.961072e-04 -1.639408e-04 -5.621697e-04
##    1.558423e-04  8.124777e-04 -5.323839e-04  2.200429e-04  7.546706e-04
##    4.711878e-05  2.456858e-04 -1.610802e-04  6.653626e-05  2.282127e-04
##   -1.179535e-04 -6.146666e-04  4.020074e-04 -1.664920e-04 -5.708740e-04
##    1.890689e-05  9.888474e-05 -6.564900e-05  2.675590e-05  9.191617e-05
##   -1.908113e-05 -9.940706e-05  6.494290e-05 -2.692805e-05 -9.231907e-05
##   -1.624170e-04 -8.465186e-04  5.540477e-04 -2.292809e-04 -7.862391e-04
##    9.208698e-01  1.406352e-01 -2.092231e-04  8.618198e-05  2.956928e-04
##    4.827076e+00 -2.232837e-01  9.931474e-05 -4.113581e-05 -1.410462e-04
##   -2.232837e-01  1.068086e+00  5.179698e-04 -2.143825e-04 -7.351372e-04
##    9.931474e-05  5.179698e-04  5.846434e+00  1.297147e+00  2.520759e-01
##   -4.113581e-05 -2.143825e-04  1.297147e+00  4.703919e+00 -2.046174e-01
##   -1.410462e-04 -7.351372e-04  2.520759e-01 -2.046174e-01  1.071584e+00
##    2.003760e-04  1.044724e-03 -6.847585e-04  2.829363e-04  9.704076e-04
##    1.887774e-05  9.845738e-05 -6.462113e-05  2.666205e-05  9.146053e-05
##   -1.024002e-04 -5.335771e-04  3.488647e-04 -1.445308e-04 -4.955534e-04
##    8.660873e-05  4.517797e-04 -2.967078e-04  1.223355e-04  4.196889e-04
##   -4.767028e-05 -2.484363e-04  1.625438e-04 -6.729109e-05 -2.307410e-04
##   -1.305340e-04 -6.803566e-04  4.453282e-04 -1.842747e-04 -6.319120e-04
##    3.797689e-05  1.982533e-04 -1.306198e-04  5.367198e-05  1.842037e-04
##   -2.661316e-05 -1.386711e-04  9.066037e-05 -3.756222e-05 -1.287886e-04
##   -1.650682e-04 -8.603398e-04  5.631024e-04 -2.330242e-04 -7.990768e-04
## d -9.456490e+00 -1.329334e+00 -8.656333e+00 -9.125820e+00 -1.343354e+00
##           [,41]         [,42]         [,43]         [,44]         [,45]
##    7.061843e-02  5.750294e-03 -4.499006e-02 -3.857251e-02  1.480346e-02
##   -5.332527e-04 -5.035347e-05  2.713806e-04 -2.312623e-04  1.264801e-04
##    1.553799e-04  1.463272e-05 -7.946317e-05  6.712053e-05 -3.698505e-05
##    1.062849e-03  1.001679e-04 -5.428117e-04  4.596334e-04 -2.527389e-04
##   -5.401947e-04 -5.097432e-05  2.752554e-04 -2.340395e-04  1.282422e-04
##   -1.952415e-06 -1.916410e-07  9.218325e-07 -8.957689e-07  4.388260e-07
##    4.251655e-04  4.006996e-05 -2.171341e-04  1.838671e-04 -1.011004e-04
##   -4.308220e-04 -4.069481e-05  2.191184e-04 -1.869313e-04  1.021398e-04
##    1.762381e-04  1.659740e-05 -9.012655e-05  7.613334e-05 -4.194865e-05
##    1.318453e-03  1.242512e-04 -6.734105e-04  5.701301e-04 -3.135397e-04
##   -1.293454e-03 -1.220061e-04  6.595507e-04 -5.600660e-04  3.072258e-04
##   -5.249135e-04 -4.950770e-05  2.677118e-04 -2.272528e-04  1.246966e-04
##   -1.166888e-03 -1.100794e-04  5.948964e-04 -5.053421e-04  2.771240e-04
##   -1.334851e-03 -1.259507e-04  6.802673e-04 -5.782591e-04  3.169261e-04
##   -2.440162e-04 -2.302691e-05  1.243298e-04 -1.057257e-04  5.792662e-05
##    9.445287e-04  8.898515e-05 -4.826958e-04  4.082520e-04 -2.247085e-04
##    7.167406e-05  6.755475e-06 -3.659924e-05  3.099962e-05 -1.704172e-05
##    2.154404e-05  2.023207e-06 -1.107387e-05  9.268279e-06 -5.147044e-06
##    9.384886e-08  8.843964e-09 -4.793770e-08  4.057999e-08 -2.231931e-08
##   -3.950276e-04 -3.732953e-05  2.007571e-04 -1.715068e-04  9.360090e-05
##   -4.019043e-04 -3.791553e-05  2.048814e-04 -1.740624e-04  9.544305e-05
##    1.336630e-03  1.258961e-04 -6.833662e-04  5.775314e-04 -3.180893e-04
##   -1.139691e-03 -1.075033e-04  5.811338e-04 -4.934937e-04  2.706998e-04
##   -2.218163e-04 -2.092808e-05  1.130572e-04 -9.608076e-05  5.266967e-05
##    9.467692e-04  8.920689e-05 -4.837358e-04  4.092922e-04 -2.252060e-04
##   -3.834963e-04 -3.616852e-05  1.956001e-04 -1.660199e-04  9.110627e-05
##    1.761688e-04  1.659376e-05 -9.006267e-05  7.612283e-05 -4.192254e-05
##    7.989237e-04  7.529338e-05 -4.080304e-04  3.454915e-04 -1.899821e-04
##   -1.073171e-03 -1.012005e-04  5.474928e-04 -4.645005e-04  2.549939e-04
##   -3.246195e-04 -3.062008e-05  1.655271e-04 -1.405610e-04  7.710442e-05
##    8.110477e-04  7.641374e-05 -4.144418e-04  3.505846e-04 -1.929394e-04
##   -1.315607e-04 -1.248324e-05  6.635821e-05 -5.746210e-05  3.100325e-05
##    1.310871e-04  1.234403e-05 -6.704888e-05  5.662023e-05 -3.120580e-05
##    1.117422e-03  1.053155e-04 -5.706389e-04  4.832637e-04 -2.657012e-04
##   -4.211482e-04 -3.977424e-05  2.142652e-04 -1.826881e-04  9.986896e-05
##    2.003760e-04  1.887774e-05 -1.024002e-04  8.660873e-05 -4.767028e-05
##    1.044724e-03  9.845738e-05 -5.335771e-04  4.517797e-04 -2.484363e-04
##   -6.847585e-04 -6.462113e-05  3.488647e-04 -2.967078e-04  1.625438e-04
##    2.829363e-04  2.666205e-05 -1.445308e-04  1.223355e-04 -6.729109e-05
##    9.704076e-04  9.146053e-05 -4.955534e-04  4.196889e-04 -2.307410e-04
##    5.655164e+00  8.892852e-01  3.098108e-01 -5.974876e-04  3.278765e-04
##    8.892852e-01  5.533885e+00  7.510094e-02 -5.640422e-05  3.089667e-05
##    3.098108e-01  7.510094e-02  1.169668e+00  3.042164e-04 -1.674899e-04
##   -5.974876e-04 -5.640422e-05  3.042164e-04  5.025878e+00  1.310248e+00
##    3.278765e-04  3.089667e-05 -1.674899e-04  1.310248e+00  5.352063e+00
##    8.981223e-04  8.464988e-05 -4.586180e-04  2.000243e-01 -2.110728e-01
##   -2.626559e-04 -2.483282e-05  1.333640e-04 -1.141181e-04  6.219501e-05
##    1.829377e-04  1.723260e-05 -9.351062e-05  7.905621e-05 -4.352909e-05
##    1.135676e-03  1.070367e-04 -5.799529e-04  4.911635e-04 -2.700390e-04
## d -8.031918e+00 -9.593115e+00 -1.230834e+00 -9.164752e+00 -9.165417e+00
##           [,46]         [,47]         [,48]         [,49]         [,50]
##    4.254404e-02 -2.291664e-02  8.727534e-03  6.068133e-02 -7.215060e+00
##    3.465893e-04 -1.019509e-04  7.052235e-05  4.382388e-04 -9.028056e+00
##   -1.012621e-04  2.940374e-05 -2.065236e-05 -1.280544e-04 -9.637811e+00
##   -6.921445e-04  2.017107e-04 -1.410709e-04 -8.752452e-04 -1.345065e+00
##    3.513414e-04 -1.030112e-04  7.153160e-05  4.442609e-04 -5.658481e+00
##    1.218563e-06 -4.293188e-07  2.390602e-07  1.537967e-06 -6.159296e+00
##   -2.768720e-04  8.069207e-05 -5.643079e-05 -3.501159e-04 -1.406388e+00
##    2.799203e-04 -8.247184e-05  5.694031e-05  3.539351e-04 -9.158006e+00
##   -1.148529e-04  3.335382e-05 -2.342373e-05 -1.452409e-04 -1.003546e+01
##   -8.586389e-04  2.501741e-04 -1.750125e-04 -1.085786e-03 -1.301486e+00
##    8.415919e-04 -2.462830e-04  1.714030e-04  1.064187e-03 -9.297174e+00
##    3.415732e-04 -9.990749e-05  6.957290e-05  4.319189e-04 -1.031541e+01
##    7.591592e-04 -2.222746e-04  1.546000e-04  9.599469e-04 -1.223272e+00
##    8.682517e-04 -2.544717e-04  1.767842e-04  1.097883e-03 -9.057701e+00
##    1.587017e-04 -4.653860e-05  3.230997e-05  2.006734e-04 -1.055626e+01
##   -6.153115e-04  1.790118e-04 -1.254496e-04 -7.780989e-04 -1.320570e+00
##   -4.667131e-05  1.360696e-05 -9.511709e-06 -5.901757e-05 -9.130423e+00
##   -1.407971e-05  4.033236e-06 -2.878464e-06 -1.780717e-05 -9.986779e+00
##   -6.112137e-08  1.780483e-08 -1.245854e-08 -7.729079e-08 -1.123338e-04
##    2.565538e-04 -7.574153e-05  5.216787e-05  3.243840e-04 -8.618791e+00
##    2.614620e-04 -7.656862e-05  5.324390e-05  3.306147e-04 -1.153022e+01
##   -8.709483e-04  2.530988e-04 -1.776045e-04 -1.101379e-03 -1.235372e+00
##    7.415375e-04 -2.170137e-04  1.510241e-04  9.376685e-04 -8.829032e+00
##    1.442906e-04 -4.227455e-05  2.938079e-05  1.824525e-04 -9.884194e+00
##   -6.166973e-04  1.795185e-04 -1.257191e-04 -7.798473e-04 -1.239568e+00
##    2.495587e-04 -7.298146e-05  5.083261e-05  3.155671e-04 -9.863493e+00
##   -1.147878e-04  3.336291e-05 -2.340694e-05 -1.451574e-04 -9.337861e+00
##   -5.202784e-04  1.516150e-04 -1.060428e-04 -6.579138e-04 -8.698755e-01
##    6.984517e-04 -2.041305e-04  1.422834e-04  8.831977e-04 -9.093209e+00
##    2.112144e-04 -6.181068e-05  4.301692e-05  2.670791e-04 -1.005557e+01
##   -5.283279e-04  1.537445e-04 -1.077105e-04 -6.681014e-04 -1.051930e+00
##    8.509034e-05 -2.561726e-05  1.724010e-05  1.075676e-04 -8.577154e+00
##   -8.543691e-05  2.479934e-05 -1.742597e-05 -1.080424e-04 -9.534421e+00
##   -7.276524e-04  2.121020e-04 -1.483026e-04 -9.201447e-04 -1.359674e+00
##    2.736819e-04 -8.056772e-05  5.567961e-05  3.460498e-04 -8.374775e+00
##   -1.305340e-04  3.797689e-05 -2.661316e-05 -1.650682e-04 -9.456490e+00
##   -6.803566e-04  1.982533e-04 -1.386711e-04 -8.603398e-04 -1.329334e+00
##    4.453282e-04 -1.306198e-04  9.066037e-05  5.631024e-04 -8.656333e+00
##   -1.842747e-04  5.367198e-05 -3.756222e-05 -2.330242e-04 -9.125820e+00
##   -6.319120e-04  1.842037e-04 -1.287886e-04 -7.990768e-04 -1.343354e+00
##    8.981223e-04 -2.626559e-04  1.829377e-04  1.135676e-03 -8.031918e+00
##    8.464988e-05 -2.483282e-05  1.723260e-05  1.070367e-04 -9.593115e+00
##   -4.586180e-04  1.333640e-04 -9.351062e-05 -5.799529e-04 -1.230834e+00
##    2.000243e-01 -1.141181e-04  7.905621e-05  4.911635e-04 -9.164752e+00
##   -2.110728e-01  6.219501e-05 -4.352909e-05 -2.700390e-04 -9.165417e+00
##    1.166158e+00  1.704994e-04 -1.191894e-04 -7.395338e-04 -1.375608e+00
##    1.704994e-04  4.067182e+00  9.207692e-01  1.093907e-01 -8.825932e+00
##   -1.191894e-04  9.207692e-01  6.347508e+00 -8.028285e-02 -9.422132e+00
##   -7.395338e-04  1.093907e-01 -8.028285e-02  9.997912e-01 -1.338953e+00
## d -1.375608e+00 -8.825932e+00 -9.422132e+00 -1.338953e+00  5.855500e+03
## 
## Model rank =  1025 / 1025 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                k'  edf k-index p-value    
## s(bb.sp)                     16.0 14.4      NA      NA    
## te(yday,elev.mean):bb.spbss  63.0 40.0    0.53  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.0 26.4    0.53  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.0 41.0    0.53  <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.0 41.7    0.53  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.0 41.9    0.53  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.0 38.2    0.53  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.0 42.8    0.53  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.0 39.9    0.53  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.0 40.1    0.53  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.0 40.4    0.53  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.0 38.9    0.53  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.0 38.3    0.53  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.0 38.3    0.53  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.0 37.7    0.53  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.0 39.4    0.53  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.0 39.2    0.53  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#weighted_fl_abundance.2012.sum.sqrt <- summary(weighted_fl_abundance.2012.sqrt)
#print(plot(weighted_fl_abundance.2012.sqrt, allTerms = TRUE), pages = 4)
#weighted_fl_abundance.2012.ck.sqrt <- check2D(weighted_fl_abundance.2012.sqrt, x1 = "yday", x2 = "elev.mean")

weighted_fl_abundance.2012.bin <- bam(log(fl.abund.wt.bin + 0.01) ~
                                      s(bb.sp, bs = "re") +
                                      #s(management, bs = "re") +
                                      #s(site, bs = "re") +
                                      te(yday, elev.mean, 
                                                by = bb.sp,
                                                #id = 0,
                                                bs= c("gp", "tp"), 
                                                k=c(8, 8), 
                                                m=2),
                                    data = filter(fl_abund_wt, year == 2012),
                                    discrete = TRUE,
                                    family = "gaussian",
                                    select = TRUE,
                                    method = "fREML") %>% getViz(nsim = 500)

check.gamViz(weighted_fl_abundance.2012.bin)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1] -9.601209e-13 -3.606004e-13  5.684342e-14  7.345236e-13 -1.225686e-13
##  [6]  7.993606e-15  7.815970e-14 -2.380318e-13  6.572520e-14  6.075140e-13
## [11] -7.105427e-14 -2.664535e-15 -1.082467e-13 -6.892265e-13 -1.580958e-13
## [16]  4.285461e-13 -2.876455e-11  4.355627e-12 -1.012176e-10 -8.348877e-14
## [21] -1.385558e-13  5.371259e-13 -4.156675e-13 -7.638334e-14  3.939071e-13
## [26] -1.101341e-13  3.730349e-14  3.560485e-13 -4.796163e-13 -2.131628e-13
## [31]  4.343192e-13 -2.220446e-13  4.973799e-14  6.692424e-13 -3.073097e-13
## [36]  6.039613e-14  5.857537e-13 -3.277378e-13 -1.776357e-15  3.701484e-13
## [41] -7.132073e-13 -9.769963e-14  4.150014e-13 -3.712586e-13  1.154632e-13
## [46]  4.172218e-13 -4.387601e-13  5.861978e-14  7.729373e-13  2.255547e-10
## 
## $hess
##           [,1]          [,2]          [,3]          [,4]          [,5]
##    7.262156280 -7.569539e-02  1.064487e-03  1.239310e-01  6.690909e-02
##   -0.075695387  3.194329e+00  9.787542e-01  1.887829e-01 -1.356653e-04
##    0.001064487  9.787542e-01  5.447522e+00 -2.479963e-01  4.551311e-06
##    0.123931034  1.887829e-01 -2.479963e-01  9.543317e-01  2.475759e-04
##    0.066909085 -1.356653e-04  4.551311e-06  2.475759e-04  3.278681e+00
##   -0.001219876  1.582524e-06 -5.904688e-08 -2.945318e-06  7.537303e-01
##   -0.059306231  1.141018e-04 -3.868999e-06 -2.086205e-04  1.235548e-01
##   -0.031208661 -1.601549e-04  5.339140e-06  2.919420e-04 -1.035918e-04
##    0.008246444  5.816169e-05 -1.982001e-06 -1.064359e-04  3.764095e-05
##    0.054498166  3.561073e-04 -1.207935e-05 -6.511386e-04  2.304380e-04
##    0.020843408 -3.698577e-05  1.244872e-06  6.753464e-05 -2.392893e-05
##    0.006624278 -1.202379e-05  4.026453e-07  2.193522e-05 -7.778129e-06
##    0.042455740 -7.580915e-05  2.547988e-06  1.383899e-04 -4.904503e-05
##    0.015619450 -3.721724e-04  1.250085e-05  6.793245e-04 -2.407745e-04
##    0.002416409 -6.451060e-05  2.162823e-06  1.177122e-04 -4.173278e-05
##   -0.018075996  2.412465e-04 -8.212913e-06 -4.414029e-04  1.561255e-04
##   -0.001601453 -4.606191e-05  1.553314e-06  8.413580e-05 -2.980240e-05
##   -0.001185895 -1.586054e-05  5.260349e-07  2.888561e-05 -1.025765e-05
##    0.002103425  9.696455e-05 -3.287490e-06 -1.772833e-04  6.274524e-05
##    0.003466344 -9.110235e-05  2.985451e-06  1.655705e-04 -5.890230e-05
##    0.012268233 -1.247065e-04  4.189997e-06  2.276382e-04 -8.067866e-05
##   -0.055285059  4.136966e-04 -1.410008e-05 -7.570879e-04  2.677364e-04
##    0.050875518 -2.911907e-04  9.801529e-06  5.317091e-04 -1.883939e-04
##    0.005910482 -3.700698e-05  1.238033e-06  6.750062e-05 -2.393903e-05
##   -0.051900656  2.618829e-04 -8.899460e-06 -4.790067e-04  1.694729e-04
##   -0.011148794 -6.719127e-05  2.261728e-06  1.226906e-04 -4.347128e-05
##    0.001719951  1.814705e-05 -6.288891e-07 -3.331010e-05  1.174940e-05
##    0.028242613  1.903637e-04 -6.454562e-06 -3.480524e-04  1.231836e-04
##    0.038151562 -2.425316e-04  8.182257e-06  4.430375e-04 -1.569214e-04
##    0.010344697 -6.961682e-05  2.340305e-06  1.270901e-04 -4.503908e-05
##   -0.033860685  1.925645e-04 -6.545663e-06 -3.522349e-04  1.246156e-04
##   -0.028520451 -9.814158e-05  3.241156e-06  1.786047e-04 -6.346552e-05
##    0.010219275  4.767079e-05 -1.625187e-06 -8.724423e-05  3.085181e-05
##    0.081479832  3.576251e-04 -1.212474e-05 -6.538552e-04  2.314172e-04
##   -0.045904627 -1.511359e-04  5.061541e-06  2.757238e-04 -9.776923e-05
##    0.004068609  1.812320e-05 -6.270758e-07 -3.325681e-05  1.173348e-05
##    0.076344448  2.916392e-04 -9.938516e-06 -5.337020e-04  1.887425e-04
##   -0.053736961 -2.404401e-04  8.079959e-06  4.389112e-04 -1.555530e-04
##    0.003007424  1.816620e-05 -6.251930e-07 -3.330326e-05  1.175971e-05
##    0.054709668  2.776903e-04 -9.434568e-06 -5.079000e-04  1.797014e-04
##    0.048458925 -3.563119e-04  1.200255e-05  6.507062e-04 -2.305302e-04
##    0.004203957 -3.453583e-05  1.156572e-06  6.300490e-05 -2.234108e-05
##   -0.035111770  2.200631e-04 -7.484288e-06 -4.025722e-04  1.424128e-04
##   -0.043372401 -2.613581e-04  8.755728e-06  4.768343e-04 -1.690729e-04
##    0.008077324  6.331950e-05 -2.155126e-06 -1.158493e-04  4.097771e-05
##    0.041539219  3.035793e-04 -1.029334e-05 -5.550509e-04  1.964449e-04
##   -0.048016197 -2.032657e-04  6.790243e-06  3.706615e-04 -1.314836e-04
##    0.004002589  2.550463e-05 -8.802372e-07 -4.678045e-05  1.651136e-05
##    0.075079724  3.819647e-04 -1.297135e-05 -6.985621e-04  2.471775e-04
## d -7.338492205 -8.896041e+00 -1.076225e+01 -1.236768e+00 -5.442598e+00
##            [,6]          [,7]          [,8]          [,9]         [,10]
##   -1.219876e-03 -5.930623e-02 -3.120866e-02  8.246444e-03  5.449817e-02
##    1.582524e-06  1.141018e-04 -1.601549e-04  5.816169e-05  3.561073e-04
##   -5.904688e-08 -3.868999e-06  5.339140e-06 -1.982001e-06 -1.207935e-05
##   -2.945318e-06 -2.086205e-04  2.919420e-04 -1.064359e-04 -6.511386e-04
##    7.537303e-01  1.235548e-01 -1.035918e-04  3.764095e-05  2.304380e-04
##    2.038662e+00  2.896689e-02  1.202023e-06 -4.491878e-07 -2.733811e-06
##    2.896689e-02  1.360770e+00  8.708234e-05 -3.172782e-05 -1.941265e-04
##    1.202023e-06  8.708234e-05  2.712555e+00  1.019504e+00  1.742978e-01
##   -4.491878e-07 -3.172782e-05  1.019504e+00  4.811003e+00 -2.139272e-01
##   -2.733811e-06 -1.941265e-04  1.742978e-01 -2.139272e-01  1.001060e+00
##    2.810824e-07  2.013900e-05 -2.823738e-05  1.026878e-05  6.285447e-05
##    9.077375e-08  6.542118e-06 -9.181955e-06  3.334818e-06  2.041773e-05
##    5.750689e-07  4.126994e-05 -5.788158e-05  2.104163e-05  1.288041e-04
##    2.820831e-06  2.025886e-04 -2.841686e-04  1.032867e-04  6.322801e-04
##    4.877683e-07  3.510613e-05 -4.926073e-05  1.789641e-05  1.095656e-04
##   -1.860771e-06 -1.315830e-04  1.840841e-04 -6.713786e-05 -4.106946e-04
##    3.509282e-07  2.508809e-05 -3.516355e-05  1.279371e-05  7.830138e-05
##    1.182411e-07  8.617483e-06 -1.211732e-05  4.390300e-06  2.689381e-05
##   -7.439198e-07 -5.285494e-05  7.400367e-05 -2.696184e-05 -1.649670e-04
##    6.685607e-07  4.941213e-05 -6.964002e-05  2.515650e-05  1.541998e-04
##    9.455628e-07  6.788581e-05 -9.521710e-05  3.461114e-05  2.118723e-04
##   -3.195709e-06 -2.256816e-04  3.156554e-04 -1.151577e-04 -7.043966e-04
##    2.213149e-06  1.585567e-04 -2.223136e-04  8.084759e-05  4.948607e-04
##    2.790216e-07  2.013246e-05 -2.826165e-05  1.026185e-05  6.283247e-05
##   -2.015239e-06 -1.428004e-04  1.998479e-04 -7.285373e-05 -4.457027e-04
##    5.106937e-07  3.658655e-05 -5.129805e-05  1.865540e-05  1.141879e-04
##   -1.432354e-07 -9.924518e-06  1.383532e-05 -5.069080e-06 -3.097855e-05
##   -1.460622e-06 -1.037675e-04  1.452857e-04 -5.293308e-05 -3.238718e-04
##    1.848795e-06  1.321058e-04 -1.851442e-04  6.736920e-05  4.123104e-04
##    5.282265e-07  3.789995e-05 -5.315315e-05  1.932364e-05  1.182864e-04
##   -1.482356e-06 -1.050066e-04  1.469478e-04 -5.357301e-05 -3.277427e-04
##    7.275807e-07  5.329000e-05 -7.499416e-05  2.714275e-05  1.663068e-04
##   -3.683683e-07 -2.600658e-05  3.637294e-05 -1.327048e-05 -8.117173e-05
##   -2.743672e-06 -1.949394e-04  2.729409e-04 -9.944045e-05 -6.084306e-04
##    1.141118e-06  8.223365e-05 -1.154143e-04  4.191845e-05  2.566486e-04
##   -1.427569e-07 -9.909111e-06  1.381819e-05 -5.060744e-06 -3.093026e-05
##   -2.252414e-06 -1.590928e-04  2.225258e-04 -8.117900e-05 -4.965597e-04
##    1.823516e-06  1.308905e-04 -1.835815e-04  6.673437e-05  4.085109e-04
##   -1.421041e-07 -9.924552e-06  1.385458e-05 -5.067031e-06 -3.097775e-05
##   -2.136271e-06 -1.514150e-04  2.119131e-04 -7.724772e-05 -4.725898e-04
##    2.710750e-06  1.940375e-04 -2.720216e-04  9.894348e-05  6.055996e-04
##    2.607454e-07  1.879100e-05 -2.637318e-05  9.578663e-06  5.864611e-05
##   -1.695184e-06 -1.200111e-04  1.679280e-04 -6.122994e-05 -3.745749e-04
##    1.974164e-06  1.422128e-04 -1.995820e-04  7.249407e-05  4.438422e-04
##   -4.882454e-07 -3.453514e-05  4.831674e-05 -1.762069e-05 -1.077903e-04
##   -2.329314e-06 -1.654816e-04  2.316919e-04 -8.441419e-05 -5.164893e-04
##    1.529676e-06  1.105566e-04 -1.552413e-04  5.634789e-05  3.450401e-04
##   -2.002412e-07 -1.393964e-05  1.944862e-05 -7.118139e-06 -4.351067e-05
##   -2.936700e-06 -2.082580e-04  2.914941e-04 -1.062446e-04 -6.500042e-04
## d -5.731925e+00 -1.391230e+00 -9.091429e+00 -9.981572e+00 -1.314521e+00
##           [,11]         [,12]         [,13]         [,14]         [,15]
##    2.084341e-02  6.624278e-03  4.245574e-02  1.561945e-02  2.416409e-03
##   -3.698577e-05 -1.202379e-05 -7.580915e-05 -3.721724e-04 -6.451060e-05
##    1.244872e-06  4.026453e-07  2.547988e-06  1.250085e-05  2.162823e-06
##    6.753464e-05  2.193522e-05  1.383899e-04  6.793245e-04  1.177122e-04
##   -2.392893e-05 -7.778129e-06 -4.904503e-05 -2.407745e-04 -4.173278e-05
##    2.810824e-07  9.077375e-08  5.750689e-07  2.820831e-06  4.877683e-07
##    2.013900e-05  6.542118e-06  4.126994e-05  2.025886e-04  3.510613e-05
##   -2.823738e-05 -9.181955e-06 -5.788158e-05 -2.841686e-04 -4.926073e-05
##    1.026878e-05  3.334818e-06  2.104163e-05  1.032867e-04  1.789641e-05
##    6.285447e-05  2.041773e-05  1.288041e-04  6.322801e-04  1.095656e-04
##    5.333784e+00  5.749555e-01 -2.561277e-01 -6.564953e-05 -1.137806e-05
##    5.749555e-01  3.829839e+00 -1.221375e-01 -2.133795e-05 -3.698591e-06
##   -2.561277e-01 -1.221375e-01  8.822059e-01 -1.345534e-04 -2.332085e-05
##   -6.564953e-05 -2.133795e-05 -1.345534e-04  5.467568e+00  1.194186e+00
##   -1.137806e-05 -3.698591e-06 -2.332085e-05  1.194186e+00  5.750148e+00
##    4.259078e-05  1.383230e-05  8.727369e-05  2.207076e-01 -1.009554e-01
##   -8.127130e-06 -2.640936e-06 -1.665606e-05 -8.176569e-05 -1.417066e-05
##   -2.795529e-06 -9.092925e-07 -5.730808e-06 -2.813636e-05 -4.877976e-06
##    1.711413e-05  5.559538e-06  3.507130e-05  1.721604e-04  2.983338e-05
##   -1.604559e-05 -5.222686e-06 -3.289961e-05 -1.615402e-04 -2.801311e-05
##   -2.199808e-05 -7.149873e-06 -4.508641e-05 -2.213382e-04 -3.836271e-05
##    7.304128e-05  2.372015e-05  1.496676e-04  7.346697e-04  1.272952e-04
##   -5.137154e-05 -1.669514e-05 -1.052860e-04 -5.168631e-04 -8.958012e-05
##   -6.526229e-06 -2.121705e-06 -1.337685e-05 -6.567169e-05 -1.138337e-05
##    4.622878e-05  1.501540e-05  9.473117e-05  4.650149e-04  8.057762e-05
##   -1.185383e-05 -3.852347e-06 -2.429442e-05 -1.192645e-04 -2.067032e-05
##    3.207404e-06  1.040573e-06  6.570423e-06  3.224802e-05  5.585554e-06
##    3.359914e-05  1.091466e-05  6.885327e-05  3.379915e-04  5.856987e-05
##   -4.279325e-05 -1.390545e-05 -8.770155e-05 -4.305313e-04 -7.461391e-05
##   -1.228073e-05 -3.991392e-06 -2.516990e-05 -1.235636e-04 -2.141600e-05
##    3.399298e-05  1.104096e-05  6.965747e-05  3.419328e-04  5.924965e-05
##   -1.729359e-05 -5.626408e-06 -3.545412e-05 -1.740733e-04 -3.018164e-05
##    8.416778e-06  2.733306e-06  1.724660e-05  8.465780e-05  1.466846e-05
##    6.312036e-05  2.050471e-05  1.293500e-04  6.349625e-04  1.100316e-04
##   -2.665480e-05 -8.665049e-06 -5.463353e-05 -2.682133e-04 -4.649038e-05
##    3.202866e-06  1.039198e-06  6.561297e-06  3.220362e-05  5.578054e-06
##    5.149065e-05  1.672173e-05  1.055088e-04  5.179092e-04  8.973772e-05
##   -4.241381e-05 -1.378530e-05 -8.692947e-05 -4.267535e-04 -7.396536e-05
##    3.209360e-06  1.041640e-06  6.575189e-06  3.227312e-05  5.590747e-06
##    4.901850e-05  1.592173e-05  1.004482e-04  4.930793e-04  8.544102e-05
##   -6.286311e-05 -2.042886e-05 -1.288364e-04 -6.324716e-04 -1.096150e-04
##   -6.090835e-06 -1.980037e-06 -1.248421e-05 -6.128893e-05 -1.062344e-05
##    3.884852e-05  1.261765e-05  7.960663e-05  3.907694e-04  6.771124e-05
##   -4.609486e-05 -1.498442e-05 -9.447873e-05 -4.638249e-04 -8.039590e-05
##    1.117856e-05  3.630532e-06  2.290630e-05  1.124408e-04  1.948305e-05
##    5.358166e-05  1.740596e-05  1.098026e-04  5.390062e-04  9.340330e-05
##   -3.584294e-05 -1.165367e-05 -7.346919e-05 -3.606902e-04 -6.252307e-05
##    4.506631e-06  1.462439e-06  9.232545e-06  4.531529e-05  7.849589e-06
##    6.742329e-05  2.190039e-05  1.381641e-04  6.782213e-04  1.175237e-04
## d -6.919589e+00 -7.205252e+00 -9.727000e-01 -8.855649e+00 -1.040452e+01
##           [,16]         [,17]         [,18]         [,19]         [,20]
##   -1.807600e-02 -1.601453e-03 -1.185895e-03  2.103425e-03  3.466344e-03
##    2.412465e-04 -4.606191e-05 -1.586054e-05  9.696455e-05 -9.110235e-05
##   -8.212913e-06  1.553314e-06  5.260349e-07 -3.287490e-06  2.985451e-06
##   -4.414029e-04  8.413580e-05  2.888561e-05 -1.772833e-04  1.655705e-04
##    1.561255e-04 -2.980240e-05 -1.025765e-05  6.274524e-05 -5.890230e-05
##   -1.860771e-06  3.509282e-07  1.182411e-07 -7.439198e-07  6.685607e-07
##   -1.315830e-04  2.508809e-05  8.617483e-06 -5.285494e-05  4.941213e-05
##    1.840841e-04 -3.516355e-05 -1.211732e-05  7.400367e-05 -6.964002e-05
##   -6.713786e-05  1.279371e-05  4.390300e-06 -2.696184e-05  2.515650e-05
##   -4.106946e-04  7.830138e-05  2.689381e-05 -1.649670e-04  1.541998e-04
##    4.259078e-05 -8.127130e-06 -2.795529e-06  1.711413e-05 -1.604559e-05
##    1.383230e-05 -2.640936e-06 -9.092925e-07  5.559538e-06 -5.222686e-06
##    8.727369e-05 -1.665606e-05 -5.730808e-06  3.507130e-05 -3.289961e-05
##    2.207076e-01 -8.176569e-05 -2.813636e-05  1.721604e-04 -1.615402e-04
##   -1.009554e-01 -1.417066e-05 -4.877976e-06  2.983338e-05 -2.801311e-05
##    1.226233e+00  5.306201e-05  1.821228e-05 -1.118175e-04  1.043710e-04
##    5.306201e-05  7.553944e+00  1.148312e+00  2.017150e-01 -1.997391e-05
##    1.821228e-05  1.148312e+00  6.924096e+00  8.951932e-02 -6.905067e-06
##   -1.118175e-04  2.017150e-01  8.951932e-02  6.816646e-02  4.199209e-05
##    1.043710e-04 -1.997391e-05 -6.905067e-06  4.199209e-05  2.607219e+00
##    1.435560e-04 -2.739852e-05 -9.427559e-06  5.768956e-05  8.181073e-01
##   -4.775586e-04  9.100130e-05  3.122708e-05 -1.917808e-04  1.300472e-02
##    3.353232e-04 -6.398561e-05 -2.200919e-05  1.347416e-04 -1.263258e-04
##    4.256502e-05 -8.127625e-06 -2.798925e-06  1.710873e-05 -1.607829e-05
##   -3.021346e-04  5.759214e-05  1.977396e-05 -1.213502e-04  1.133487e-04
##    7.737506e-05 -1.476449e-05 -5.078532e-06  3.109128e-05 -2.914907e-05
##   -2.101738e-05  3.997553e-06  1.367331e-06 -8.433500e-06  7.816472e-06
##   -2.195266e-04  4.185597e-05  1.437722e-05 -8.818077e-05  8.243869e-05
##    2.794129e-04 -5.330361e-05 -1.832695e-05  1.122632e-04 -1.051584e-04
##    8.014785e-05 -1.529579e-05 -5.262591e-06  3.220746e-05 -3.021088e-05
##   -2.221740e-04  4.234896e-05  1.453952e-05 -8.923343e-05  8.334049e-05
##    1.126017e-04 -2.153104e-05 -7.432663e-06  4.528713e-05 -4.277011e-05
##   -5.503247e-05  1.048643e-05  3.598238e-06 -2.209999e-05  2.061676e-05
##   -4.124045e-04  7.863176e-05  2.700988e-05 -1.656579e-04  1.548760e-04
##    1.738710e-04 -3.319609e-05 -1.142947e-05  6.988273e-05 -6.564656e-05
##   -2.098320e-05  3.991755e-06  1.365768e-06 -8.420428e-06  7.809269e-06
##   -3.366497e-04  6.415140e-05  2.201416e-05 -1.351947e-04  1.261412e-04
##    2.767925e-04 -5.282644e-05 -1.817644e-05  1.112311e-04 -1.043503e-04
##   -2.101059e-05  3.999368e-06  1.369809e-06 -8.433616e-06  7.838285e-06
##   -3.203579e-04  6.106731e-05  2.096803e-05 -1.286708e-04  1.201969e-04
##    4.103740e-04 -7.830017e-05 -2.692913e-05  1.648931e-04 -1.545489e-04
##    3.973076e-05 -7.585568e-06 -2.611739e-06  1.596873e-05 -1.500090e-05
##   -2.539267e-04  4.839862e-05  1.661487e-05 -1.019840e-04  9.522956e-05
##    3.006925e-04 -5.740729e-05 -1.976422e-05  1.208534e-04 -1.135132e-04
##   -7.307414e-05  1.392681e-05  4.780261e-06 -2.934751e-05  2.739560e-05
##   -3.500865e-04  6.674911e-05  2.292781e-05 -1.406248e-04  1.314676e-04
##    2.337287e-04 -4.463663e-05 -1.537579e-05  9.395216e-05 -8.834263e-05
##   -2.951459e-05  5.616328e-06  1.922566e-06 -1.184548e-05  1.099689e-05
##   -4.406146e-04  8.399516e-05  2.884306e-05 -1.769755e-04  1.653501e-04
## d -1.289734e+00 -9.349950e+00 -9.867567e+00 -4.855709e-01 -8.492977e+00
##           [,21]         [,22]         [,23]         [,24]         [,25]
##    1.226823e-02 -5.528506e-02  5.087552e-02  5.910482e-03 -5.190066e-02
##   -1.247065e-04  4.136966e-04 -2.911907e-04 -3.700698e-05  2.618829e-04
##    4.189997e-06 -1.410008e-05  9.801529e-06  1.238033e-06 -8.899460e-06
##    2.276382e-04 -7.570879e-04  5.317091e-04  6.750062e-05 -4.790067e-04
##   -8.067866e-05  2.677364e-04 -1.883939e-04 -2.393903e-05  1.694729e-04
##    9.455628e-07 -3.195709e-06  2.213149e-06  2.790216e-07 -2.015239e-06
##    6.788581e-05 -2.256816e-04  1.585567e-04  2.013246e-05 -1.428004e-04
##   -9.521710e-05  3.156554e-04 -2.223136e-04 -2.826165e-05  1.998479e-04
##    3.461114e-05 -1.151577e-04  8.084759e-05  1.026185e-05 -7.285373e-05
##    2.118723e-04 -7.043966e-04  4.948607e-04  6.283247e-05 -4.457027e-04
##   -2.199808e-05  7.304128e-05 -5.137154e-05 -6.526229e-06  4.622878e-05
##   -7.149873e-06  2.372015e-05 -1.669514e-05 -2.121705e-06  1.501540e-05
##   -4.508641e-05  1.496676e-04 -1.052860e-04 -1.337685e-05  9.473117e-05
##   -2.213382e-04  7.346697e-04 -5.168631e-04 -6.567169e-05  4.650149e-04
##   -3.836271e-05  1.272952e-04 -8.958012e-05 -1.138337e-05  8.057762e-05
##    1.435560e-04 -4.775586e-04  3.353232e-04  4.256502e-05 -3.021346e-04
##   -2.739852e-05  9.100130e-05 -6.398561e-05 -8.127625e-06  5.759214e-05
##   -9.427559e-06  3.122708e-05 -2.200919e-05 -2.798925e-06  1.977396e-05
##    5.768956e-05 -1.917808e-04  1.347416e-04  1.710873e-05 -1.213502e-04
##    8.181073e-01  1.300472e-02 -1.263258e-04 -1.607829e-05  1.133487e-04
##    5.921770e+00 -2.032628e-01 -1.731923e-04 -2.200504e-05  1.558239e-04
##   -2.032628e-01  1.067697e+00  5.750647e-04  7.299112e-05 -5.182144e-04
##   -1.731923e-04  5.750647e-04  6.491918e+00  1.066864e+00  2.681083e-01
##   -2.200504e-05  7.299112e-05  1.066864e+00  7.094497e+00  1.822559e-02
##    1.558239e-04 -5.182144e-04  2.681083e-01  1.822559e-02  1.031285e+00
##   -3.996358e-05  1.326949e-04 -9.332610e-05 -1.185605e-05  8.398409e-05
##    1.080687e-05 -3.605816e-05  2.525266e-05  3.201407e-06 -2.279863e-05
##    1.132582e-04 -3.765156e-04  2.645299e-04  3.358836e-05 -2.382414e-04
##   -1.442651e-04  4.791957e-04 -3.369151e-04 -4.279456e-05  3.032649e-04
##   -4.140394e-05  1.374477e-04 -9.668709e-05 -1.228416e-05  8.699609e-05
##    1.145799e-04 -3.810693e-04  2.676312e-04  3.397604e-05 -2.411018e-04
##   -5.832536e-05  1.930578e-04 -1.361520e-04 -1.731967e-05  1.222679e-04
##    2.836868e-05 -9.439456e-05  6.626653e-05  8.410846e-06 -5.971720e-05
##    2.127708e-04 -7.073246e-04  4.969540e-04  6.310050e-05 -4.475632e-04
##   -8.987231e-05  2.981608e-04 -2.098545e-04 -2.666926e-05  1.887422e-04
##    1.079193e-05 -3.599875e-05  2.521689e-05  3.197237e-06 -2.276231e-05
##    1.735502e-04 -5.774359e-04  4.053933e-04  5.145582e-05 -3.653106e-04
##   -1.429973e-04  4.746766e-04 -3.339268e-04 -4.242672e-05  3.004453e-04
##    1.081502e-05 -3.604309e-05  2.526793e-05  3.204951e-06 -2.279462e-05
##    1.652281e-04 -5.494690e-04  3.859290e-04  4.899580e-05 -3.476539e-04
##   -2.119314e-04  7.037808e-04 -4.949264e-04 -6.287173e-05  4.454196e-04
##   -2.053656e-05  6.813186e-05 -4.795345e-05 -6.094152e-06  4.312898e-05
##    1.309451e-04 -4.355341e-04  3.058596e-04  3.882774e-05 -2.755566e-04
##   -1.554176e-04  5.156418e-04 -3.629072e-04 -4.611883e-05  3.264087e-04
##    3.767850e-05 -1.253378e-04  8.801031e-05  1.117198e-05 -7.929744e-05
##    1.806167e-04 -6.004422e-04  4.218547e-04  5.356445e-05 -3.799316e-04
##   -1.208582e-04  4.007937e-04 -2.821928e-04 -3.586866e-05  2.537329e-04
##    1.518572e-05 -5.063343e-05  3.548168e-05  4.499530e-06 -3.201878e-05
##    2.272677e-04 -7.557253e-04  5.308320e-04  6.739424e-05 -4.781616e-04
## d -1.163337e+01 -1.249511e+00 -8.646594e+00 -9.813934e+00 -1.202325e+00
##           [,26]         [,27]         [,28]         [,29]         [,30]
##   -1.114879e-02  1.719951e-03  2.824261e-02  3.815156e-02  1.034470e-02
##   -6.719127e-05  1.814705e-05  1.903637e-04 -2.425316e-04 -6.961682e-05
##    2.261728e-06 -6.288891e-07 -6.454562e-06  8.182257e-06  2.340305e-06
##    1.226906e-04 -3.331010e-05 -3.480524e-04  4.430375e-04  1.270901e-04
##   -4.347128e-05  1.174940e-05  1.231836e-04 -1.569214e-04 -4.503908e-05
##    5.106937e-07 -1.432354e-07 -1.460622e-06  1.848795e-06  5.282265e-07
##    3.658655e-05 -9.924518e-06 -1.037675e-04  1.321058e-04  3.789995e-05
##   -5.129805e-05  1.383532e-05  1.452857e-04 -1.851442e-04 -5.315315e-05
##    1.865540e-05 -5.069080e-06 -5.293308e-05  6.736920e-05  1.932364e-05
##    1.141879e-04 -3.097855e-05 -3.238718e-04  4.123104e-04  1.182864e-04
##   -1.185383e-05  3.207404e-06  3.359914e-05 -4.279325e-05 -1.228073e-05
##   -3.852347e-06  1.040573e-06  1.091466e-05 -1.390545e-05 -3.991392e-06
##   -2.429442e-05  6.570423e-06  6.885327e-05 -8.770155e-05 -2.516990e-05
##   -1.192645e-04  3.224802e-05  3.379915e-04 -4.305313e-04 -1.235636e-04
##   -2.067032e-05  5.585554e-06  5.856987e-05 -7.461391e-05 -2.141600e-05
##    7.737506e-05 -2.101738e-05 -2.195266e-04  2.794129e-04  8.014785e-05
##   -1.476449e-05  3.997553e-06  4.185597e-05 -5.330361e-05 -1.529579e-05
##   -5.078532e-06  1.367331e-06  1.437722e-05 -1.832695e-05 -5.262591e-06
##    3.109128e-05 -8.433500e-06 -8.818077e-05  1.122632e-04  3.220746e-05
##   -2.914907e-05  7.816472e-06  8.243869e-05 -1.051584e-04 -3.021088e-05
##   -3.996358e-05  1.080687e-05  1.132582e-04 -1.442651e-04 -4.140394e-05
##    1.326949e-04 -3.605816e-05 -3.765156e-04  4.791957e-04  1.374477e-04
##   -9.332610e-05  2.525266e-05  2.645299e-04 -3.369151e-04 -9.668709e-05
##   -1.185605e-05  3.201407e-06  3.358836e-05 -4.279456e-05 -1.228416e-05
##    8.398409e-05 -2.279863e-05 -2.382414e-04  3.032649e-04  8.699609e-05
##    7.405240e+00  1.086181e+00  2.004582e-01 -7.774219e-05 -2.231024e-05
##    1.086181e+00  6.622584e+00 -3.035393e-02  2.105214e-05  6.034192e-06
##    2.004582e-01 -3.035393e-02  3.886845e-01  2.203999e-04  6.323088e-05
##   -7.774219e-05  2.105214e-05  2.203999e-04  7.709451e+00  1.121312e+00
##   -2.231024e-05  6.034192e-06  6.323088e-05  1.121312e+00  6.187703e+00
##    6.175526e-05 -1.676590e-05 -1.751880e-04  4.303499e-01  1.342784e-01
##   -3.141649e-05  8.446396e-06  8.890807e-05 -1.133607e-04 -3.255716e-05
##    1.529086e-05 -4.155461e-06 -4.338803e-05  5.521962e-05  1.583848e-05
##    1.146709e-04 -3.110427e-05 -3.252279e-04  4.140490e-04  1.187876e-04
##   -4.842323e-05  1.308013e-05  1.371959e-04 -1.747890e-04 -5.017093e-05
##    5.818770e-06 -1.589367e-06 -1.653169e-05  2.102143e-05  6.025790e-06
##    9.354363e-05 -2.541802e-05 -2.654223e-04  3.378090e-04  9.689433e-05
##   -7.705256e-05  2.083766e-05  2.183730e-04 -2.781544e-04 -7.982946e-05
##    5.830537e-06 -1.589641e-06 -1.655751e-05  2.106095e-05  6.038475e-06
##    8.905218e-05 -2.417262e-05 -2.526136e-04  3.215638e-04  9.224625e-05
##   -1.142028e-04  3.090947e-05  3.237247e-04 -4.122897e-04 -1.183143e-04
##   -1.106510e-05  2.988886e-06  3.135029e-05 -3.994066e-05 -1.146447e-05
##    7.057639e-05 -1.916414e-05 -2.002206e-04  2.548552e-04  7.310664e-05
##   -8.373961e-05  2.262232e-05  2.372631e-04 -3.022700e-04 -8.676155e-05
##    2.030818e-05 -5.515870e-06 -5.761671e-05  7.333542e-05  2.103601e-05
##    9.734190e-05 -2.640464e-05 -2.760819e-04  3.514791e-04  1.008364e-04
##   -6.511499e-05  1.757396e-05  1.844494e-04 -2.350245e-04 -6.746768e-05
##    8.187351e-06 -2.234377e-06 -2.325600e-05  2.957640e-05  8.478972e-06
##    1.224882e-04 -3.324340e-05 -3.474478e-04  4.422946e-04  1.268824e-04
## d -1.030361e+01 -9.516767e+00 -7.203500e-01 -9.089452e+00 -9.879022e+00
##           [,31]         [,32]         [,33]         [,34]         [,35]
##   -3.386068e-02 -2.852045e-02  1.021928e-02  8.147983e-02 -4.590463e-02
##    1.925645e-04 -9.814158e-05  4.767079e-05  3.576251e-04 -1.511359e-04
##   -6.545663e-06  3.241156e-06 -1.625187e-06 -1.212474e-05  5.061541e-06
##   -3.522349e-04  1.786047e-04 -8.724423e-05 -6.538552e-04  2.757238e-04
##    1.246156e-04 -6.346552e-05  3.085181e-05  2.314172e-04 -9.776923e-05
##   -1.482356e-06  7.275807e-07 -3.683683e-07 -2.743672e-06  1.141118e-06
##   -1.050066e-04  5.329000e-05 -2.600658e-05 -1.949394e-04  8.223365e-05
##    1.469478e-04 -7.499416e-05  3.637294e-05  2.729409e-04 -1.154143e-04
##   -5.357301e-05  2.714275e-05 -1.327048e-05 -9.944045e-05  4.191845e-05
##   -3.277427e-04  1.663068e-04 -8.117173e-05 -6.084306e-04  2.566486e-04
##    3.399298e-05 -1.729359e-05  8.416778e-06  6.312036e-05 -2.665480e-05
##    1.104096e-05 -5.626408e-06  2.733306e-06  2.050471e-05 -8.665049e-06
##    6.965747e-05 -3.545412e-05  1.724660e-05  1.293500e-04 -5.463353e-05
##    3.419328e-04 -1.740733e-04  8.465780e-05  6.349625e-04 -2.682133e-04
##    5.924965e-05 -3.018164e-05  1.466846e-05  1.100316e-04 -4.649038e-05
##   -2.221740e-04  1.126017e-04 -5.503247e-05 -4.124045e-04  1.738710e-04
##    4.234896e-05 -2.153104e-05  1.048643e-05  7.863176e-05 -3.319609e-05
##    1.453952e-05 -7.432663e-06  3.598238e-06  2.700988e-05 -1.142947e-05
##   -8.923343e-05  4.528713e-05 -2.209999e-05 -1.656579e-04  6.988273e-05
##    8.334049e-05 -4.277011e-05  2.061676e-05  1.548760e-04 -6.564656e-05
##    1.145799e-04 -5.832536e-05  2.836868e-05  2.127708e-04 -8.987231e-05
##   -3.810693e-04  1.930578e-04 -9.439456e-05 -7.073246e-04  2.981608e-04
##    2.676312e-04 -1.361520e-04  6.626653e-05  4.969540e-04 -2.098545e-04
##    3.397604e-05 -1.731967e-05  8.410846e-06  6.310050e-05 -2.666926e-05
##   -2.411018e-04  1.222679e-04 -5.971720e-05 -4.475632e-04  1.887422e-04
##    6.175526e-05 -3.141649e-05  1.529086e-05  1.146709e-04 -4.842323e-05
##   -1.676590e-05  8.446396e-06 -4.155461e-06 -3.110427e-05  1.308013e-05
##   -1.751880e-04  8.890807e-05 -4.338803e-05 -3.252279e-04  1.371959e-04
##    4.303499e-01 -1.133607e-04  5.521962e-05  4.140490e-04 -1.747890e-04
##    1.342784e-01 -3.255716e-05  1.583848e-05  1.187876e-04 -5.017093e-05
##    7.309395e-01  8.990068e-05 -4.391312e-05 -3.291102e-04  1.387838e-04
##    8.990068e-05  3.265788e+00  8.133153e-01  1.342273e-01 -7.072162e-05
##   -4.391312e-05  8.133153e-01  4.936142e+00 -1.470434e-01  3.435750e-05
##   -3.291102e-04  1.342273e-01 -1.470434e-01  1.018359e+00  2.577418e-04
##    1.387838e-04 -7.072162e-05  3.435750e-05  2.577418e-04  2.972151e+00
##   -1.673910e-05  8.437406e-06 -4.148594e-06 -3.105607e-05  8.185683e-01
##   -2.686313e-04  1.361010e-04 -6.654223e-05 -4.986242e-04  9.917683e-02
##    2.209225e-04 -1.124510e-04  5.469822e-05  4.102429e-04 -1.732782e-04
##   -1.676257e-05  8.464635e-06 -4.153637e-06 -3.110474e-05  1.309346e-05
##   -2.556449e-04  1.296526e-04 -6.331883e-05 -4.745631e-04  2.001346e-04
##    3.275271e-04 -1.665814e-04  8.109908e-05  6.081586e-04 -2.567869e-04
##    3.171312e-05 -1.616056e-05  7.850931e-06  5.889592e-05 -2.488855e-05
##   -2.026293e-04  1.027304e-04 -5.018954e-05 -3.761367e-04  1.586029e-04
##    2.400115e-04 -1.222922e-04  5.941820e-05  4.457319e-04 -1.883503e-04
##   -5.831116e-05  2.955543e-05 -1.444355e-05 -1.082393e-04  4.563552e-05
##   -2.793782e-04  1.417845e-04 -6.919238e-05 -5.186520e-04  2.187908e-04
##    1.865705e-04 -9.515152e-05  4.618369e-05  3.465149e-04 -1.464833e-04
##   -2.354599e-05  1.187869e-05 -5.835090e-06 -4.368832e-05  1.838298e-05
##   -3.516123e-04  1.783506e-04 -8.708693e-05 -6.527201e-04  2.752857e-04
## d -9.876663e-01 -8.443646e+00 -9.750065e+00 -1.343595e+00 -7.831569e+00
##           [,36]         [,37]         [,38]         [,39]         [,40]
##    4.068609e-03  7.634445e-02 -5.373696e-02  3.007424e-03  5.470967e-02
##    1.812320e-05  2.916392e-04 -2.404401e-04  1.816620e-05  2.776903e-04
##   -6.270758e-07 -9.938516e-06  8.079959e-06 -6.251930e-07 -9.434568e-06
##   -3.325681e-05 -5.337020e-04  4.389112e-04 -3.330326e-05 -5.079000e-04
##    1.173348e-05  1.887425e-04 -1.555530e-04  1.175971e-05  1.797014e-04
##   -1.427569e-07 -2.252414e-06  1.823516e-06 -1.421041e-07 -2.136271e-06
##   -9.909111e-06 -1.590928e-04  1.308905e-04 -9.924552e-06 -1.514150e-04
##    1.381819e-05  2.225258e-04 -1.835815e-04  1.385458e-05  2.119131e-04
##   -5.060744e-06 -8.117900e-05  6.673437e-05 -5.067031e-06 -7.724772e-05
##   -3.093026e-05 -4.965597e-04  4.085109e-04 -3.097775e-05 -4.725898e-04
##    3.202866e-06  5.149065e-05 -4.241381e-05  3.209360e-06  4.901850e-05
##    1.039198e-06  1.672173e-05 -1.378530e-05  1.041640e-06  1.592173e-05
##    6.561297e-06  1.055088e-04 -8.692947e-05  6.575189e-06  1.004482e-04
##    3.220362e-05  5.179092e-04 -4.267535e-04  3.227312e-05  4.930793e-04
##    5.578054e-06  8.973772e-05 -7.396536e-05  5.590747e-06  8.544102e-05
##   -2.098320e-05 -3.366497e-04  2.767925e-04 -2.101059e-05 -3.203579e-04
##    3.991755e-06  6.415140e-05 -5.282644e-05  3.999368e-06  6.106731e-05
##    1.365768e-06  2.201416e-05 -1.817644e-05  1.369809e-06  2.096803e-05
##   -8.420428e-06 -1.351947e-04  1.112311e-04 -8.433616e-06 -1.286708e-04
##    7.809269e-06  1.261412e-04 -1.043503e-04  7.838285e-06  1.201969e-04
##    1.079193e-05  1.735502e-04 -1.429973e-04  1.081502e-05  1.652281e-04
##   -3.599875e-05 -5.774359e-04  4.746766e-04 -3.604309e-05 -5.494690e-04
##    2.521689e-05  4.053933e-04 -3.339268e-04  2.526793e-05  3.859290e-04
##    3.197237e-06  5.145582e-05 -4.242672e-05  3.204951e-06  4.899580e-05
##   -2.276231e-05 -3.653106e-04  3.004453e-04 -2.279462e-05 -3.476539e-04
##    5.818770e-06  9.354363e-05 -7.705256e-05  5.830537e-06  8.905218e-05
##   -1.589367e-06 -2.541802e-05  2.083766e-05 -1.589641e-06 -2.417262e-05
##   -1.653169e-05 -2.654223e-04  2.183730e-04 -1.655751e-05 -2.526136e-04
##    2.102143e-05  3.378090e-04 -2.781544e-04  2.106095e-05  3.215638e-04
##    6.025790e-06  9.689433e-05 -7.982946e-05  6.038475e-06  9.224625e-05
##   -1.673910e-05 -2.686313e-04  2.209225e-04 -1.676257e-05 -2.556449e-04
##    8.437406e-06  1.361010e-04 -1.124510e-04  8.464635e-06  1.296526e-04
##   -4.148594e-06 -6.654223e-05  5.469822e-05 -4.153637e-06 -6.331883e-05
##   -3.105607e-05 -4.986242e-04  4.102429e-04 -3.110474e-05 -4.745631e-04
##    8.185683e-01  9.917683e-02 -1.732782e-04  1.309346e-05  2.001346e-04
##    5.810132e+00 -1.787267e-01  2.080879e-05 -1.586735e-06 -2.413422e-05
##   -1.787267e-01  1.039672e+00  3.346254e-04 -2.540770e-05 -3.873434e-04
##    2.080879e-05  3.346254e-04  4.970509e+00  1.284649e+00  2.493053e-01
##   -1.586735e-06 -2.540770e-05  1.284649e+00  4.598415e+00 -1.014366e-01
##   -2.413422e-05 -3.873434e-04  2.493053e-01 -1.014366e-01  1.041525e+00
##    3.086527e-05  4.961315e-04 -4.086190e-04  3.092626e-05  4.722979e-04
##    2.984935e-06  4.803015e-05 -3.959549e-05  2.991940e-06  4.573223e-05
##   -1.913333e-05 -3.070255e-04  2.524766e-04 -1.915951e-05 -2.921776e-04
##    2.259227e-05  3.635059e-04 -2.996530e-04  2.264478e-05  3.461103e-04
##   -5.506924e-06 -8.835551e-05  7.264842e-05 -5.514194e-06 -8.408034e-05
##   -2.636368e-05 -4.232780e-04  3.482467e-04 -2.640484e-05 -4.028514e-04
##    1.755154e-05  2.825442e-04 -2.330194e-04  1.759549e-05  2.690498e-04
##   -2.230175e-06 -3.569263e-05  2.928065e-05 -2.231145e-06 -3.394880e-05
##   -3.319087e-05 -5.327424e-04  4.381959e-04 -3.323941e-05 -5.070053e-04
## d -1.050558e+01 -1.190905e+00 -7.896532e+00 -9.565132e+00 -1.245775e+00
##           [,41]         [,42]         [,43]         [,44]         [,45]
##    4.845892e-02  4.203957e-03 -3.511177e-02 -4.337240e-02  8.077324e-03
##   -3.563119e-04 -3.453583e-05  2.200631e-04 -2.613581e-04  6.331950e-05
##    1.200255e-05  1.156572e-06 -7.484288e-06  8.755728e-06 -2.155126e-06
##    6.507062e-04  6.300490e-05 -4.025722e-04  4.768343e-04 -1.158493e-04
##   -2.305302e-04 -2.234108e-05  1.424128e-04 -1.690729e-04  4.097771e-05
##    2.710750e-06  2.607454e-07 -1.695184e-06  1.974164e-06 -4.882454e-07
##    1.940375e-04  1.879100e-05 -1.200111e-04  1.422128e-04 -3.453514e-05
##   -2.720216e-04 -2.637318e-05  1.679280e-04 -1.995820e-04  4.831674e-05
##    9.894348e-05  9.578663e-06 -6.122994e-05  7.249407e-05 -1.762069e-05
##    6.055996e-04  5.864611e-05 -3.745749e-04  4.438422e-04 -1.077903e-04
##   -6.286311e-05 -6.090835e-06  3.884852e-05 -4.609486e-05  1.117856e-05
##   -2.042886e-05 -1.980037e-06  1.261765e-05 -1.498442e-05  3.630532e-06
##   -1.288364e-04 -1.248421e-05  7.960663e-05 -9.447873e-05  2.290630e-05
##   -6.324716e-04 -6.128893e-05  3.907694e-04 -4.638249e-04  1.124408e-04
##   -1.096150e-04 -1.062344e-05  6.771124e-05 -8.039590e-05  1.948305e-05
##    4.103740e-04  3.973076e-05 -2.539267e-04  3.006925e-04 -7.307414e-05
##   -7.830017e-05 -7.585568e-06  4.839862e-05 -5.740729e-05  1.392681e-05
##   -2.692913e-05 -2.611739e-06  1.661487e-05 -1.976422e-05  4.780261e-06
##    1.648931e-04  1.596873e-05 -1.019840e-04  1.208534e-04 -2.934751e-05
##   -1.545489e-04 -1.500090e-05  9.522956e-05 -1.135132e-04  2.739560e-05
##   -2.119314e-04 -2.053656e-05  1.309451e-04 -1.554176e-04  3.767850e-05
##    7.037808e-04  6.813186e-05 -4.355341e-04  5.156418e-04 -1.253378e-04
##   -4.949264e-04 -4.795345e-05  3.058596e-04 -3.629072e-04  8.801031e-05
##   -6.287173e-05 -6.094152e-06  3.882774e-05 -4.611883e-05  1.117198e-05
##    4.454196e-04  4.312898e-05 -2.755566e-04  3.264087e-04 -7.929744e-05
##   -1.142028e-04 -1.106510e-05  7.057639e-05 -8.373961e-05  2.030818e-05
##    3.090947e-05  2.988886e-06 -1.916414e-05  2.262232e-05 -5.515870e-06
##    3.237247e-04  3.135029e-05 -2.002206e-04  2.372631e-04 -5.761671e-05
##   -4.122897e-04 -3.994066e-05  2.548552e-04 -3.022700e-04  7.333542e-05
##   -1.183143e-04 -1.146447e-05  7.310664e-05 -8.676155e-05  2.103601e-05
##    3.275271e-04  3.171312e-05 -2.026293e-04  2.400115e-04 -5.831116e-05
##   -1.665814e-04 -1.616056e-05  1.027304e-04 -1.222922e-04  2.955543e-05
##    8.109908e-05  7.850931e-06 -5.018954e-05  5.941820e-05 -1.444355e-05
##    6.081586e-04  5.889592e-05 -3.761367e-04  4.457319e-04 -1.082393e-04
##   -2.567869e-04 -2.488855e-05  1.586029e-04 -1.883503e-04  4.563552e-05
##    3.086527e-05  2.984935e-06 -1.913333e-05  2.259227e-05 -5.506924e-06
##    4.961315e-04  4.803015e-05 -3.070255e-04  3.635059e-04 -8.835551e-05
##   -4.086190e-04 -3.959549e-05  2.524766e-04 -2.996530e-04  7.264842e-05
##    3.092626e-05  2.991940e-06 -1.915951e-05  2.264478e-05 -5.514194e-06
##    4.722979e-04  4.573223e-05 -2.921776e-04  3.461103e-04 -8.408034e-05
##    5.813523e+00  8.955500e-01  3.167777e-01 -4.440698e-04  1.077083e-04
##    8.955500e-01  5.729329e+00  7.026522e-02 -4.303963e-05  1.042804e-05
##    3.167777e-01  7.026522e-02  1.132727e+00  2.742869e-04 -6.664480e-05
##   -4.440698e-04 -4.303963e-05  2.742869e-04  4.887797e+00  1.349537e+00
##    1.077083e-04  1.042804e-05 -6.664480e-05  1.349537e+00  5.106074e+00
##    5.162545e-04  4.999534e-05 -3.192987e-04  2.575278e-01 -2.174414e-01
##   -3.452955e-04 -3.347270e-05  2.132105e-04 -2.533105e-04  6.134666e-05
##    4.342830e-05  4.200623e-06 -2.691340e-05  3.179318e-05 -7.745994e-06
##    6.496270e-04  6.290481e-05 -4.018581e-04  4.760749e-04 -1.156428e-04
## d -7.992373e+00 -9.492232e+00 -1.223738e+00 -8.950686e+00 -9.712206e+00
##           [,46]         [,47]         [,48]         [,49]        [,50]
##    4.153922e-02 -4.801620e-02  4.002589e-03  7.507972e-02   -7.3384922
##    3.035793e-04 -2.032657e-04  2.550463e-05  3.819647e-04   -8.8960407
##   -1.029334e-05  6.790243e-06 -8.802372e-07 -1.297135e-05  -10.7622476
##   -5.550509e-04  3.706615e-04 -4.678045e-05 -6.985621e-04   -1.2367684
##    1.964449e-04 -1.314836e-04  1.651136e-05  2.471775e-04   -5.4425984
##   -2.329314e-06  1.529676e-06 -2.002412e-07 -2.936700e-06   -5.7319251
##   -1.654816e-04  1.105566e-04 -1.393964e-05 -2.082580e-04   -1.3912298
##    2.316919e-04 -1.552413e-04  1.944862e-05  2.914941e-04   -9.0914285
##   -8.441419e-05  5.634789e-05 -7.118139e-06 -1.062446e-04   -9.9815719
##   -5.164893e-04  3.450401e-04 -4.351067e-05 -6.500042e-04   -1.3145209
##    5.358166e-05 -3.584294e-05  4.506631e-06  6.742329e-05   -6.9195885
##    1.740596e-05 -1.165367e-05  1.462439e-06  2.190039e-05   -7.2052520
##    1.098026e-04 -7.346919e-05  9.232545e-06  1.381641e-04   -0.9727000
##    5.390062e-04 -3.606902e-04  4.531529e-05  6.782213e-04   -8.8556486
##    9.340330e-05 -6.252307e-05  7.849589e-06  1.175237e-04  -10.4045209
##   -3.500865e-04  2.337287e-04 -2.951459e-05 -4.406146e-04   -1.2897344
##    6.674911e-05 -4.463663e-05  5.616328e-06  8.399516e-05   -9.3499500
##    2.292781e-05 -1.537579e-05  1.922566e-06  2.884306e-05   -9.8675673
##   -1.406248e-04  9.395216e-05 -1.184548e-05 -1.769755e-04   -0.4855709
##    1.314676e-04 -8.834263e-05  1.099689e-05  1.653501e-04   -8.4929772
##    1.806167e-04 -1.208582e-04  1.518572e-05  2.272677e-04  -11.6333664
##   -6.004422e-04  4.007937e-04 -5.063343e-05 -7.557253e-04   -1.2495110
##    4.218547e-04 -2.821928e-04  3.548168e-05  5.308320e-04   -8.6465945
##    5.356445e-05 -3.586866e-05  4.499530e-06  6.739424e-05   -9.8139343
##   -3.799316e-04  2.537329e-04 -3.201878e-05 -4.781616e-04   -1.2023251
##    9.734190e-05 -6.511499e-05  8.187351e-06  1.224882e-04  -10.3036067
##   -2.640464e-05  1.757396e-05 -2.234377e-06 -3.324340e-05   -9.5167672
##   -2.760819e-04  1.844494e-04 -2.325600e-05 -3.474478e-04   -0.7203500
##    3.514791e-04 -2.350245e-04  2.957640e-05  4.422946e-04   -9.0894520
##    1.008364e-04 -6.746768e-05  8.478972e-06  1.268824e-04   -9.8790221
##   -2.793782e-04  1.865705e-04 -2.354599e-05 -3.516123e-04   -0.9876663
##    1.417845e-04 -9.515152e-05  1.187869e-05  1.783506e-04   -8.4436465
##   -6.919238e-05  4.618369e-05 -5.835090e-06 -8.708693e-05   -9.7500652
##   -5.186520e-04  3.465149e-04 -4.368832e-05 -6.527201e-04   -1.3435952
##    2.187908e-04 -1.464833e-04  1.838298e-05  2.752857e-04   -7.8315689
##   -2.636368e-05  1.755154e-05 -2.230175e-06 -3.319087e-05  -10.5055818
##   -4.232780e-04  2.825442e-04 -3.569263e-05 -5.327424e-04   -1.1909050
##    3.482467e-04 -2.330194e-04  2.928065e-05  4.381959e-04   -7.8965317
##   -2.640484e-05  1.759549e-05 -2.231145e-06 -3.323941e-05   -9.5651316
##   -4.028514e-04  2.690498e-04 -3.394880e-05 -5.070053e-04   -1.2457749
##    5.162545e-04 -3.452955e-04  4.342830e-05  6.496270e-04   -7.9923735
##    4.999534e-05 -3.347270e-05  4.200623e-06  6.290481e-05   -9.4922323
##   -3.192987e-04  2.132105e-04 -2.691340e-05 -4.018581e-04   -1.2237384
##    2.575278e-01 -2.533105e-04  3.179318e-05  4.760749e-04   -8.9506861
##   -2.174414e-01  6.134666e-05 -7.745994e-06 -1.156428e-04   -9.7122058
##    1.136394e+00  2.941474e-04 -3.708716e-05 -5.540867e-04   -1.3545973
##    2.941474e-04  2.698646e+00  9.469971e-01  1.713686e-01   -8.9785465
##   -3.708716e-05  9.469971e-01  6.246732e+00 -1.745859e-01  -10.5021804
##   -5.540867e-04  1.713686e-01 -1.745859e-01  1.005383e+00   -1.2868983
## d -1.354597e+00 -8.978547e+00 -1.050218e+01 -1.286898e+00 5855.5000000
## 
## Model rank =  1025 / 1025 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                k'  edf k-index p-value    
## s(bb.sp)                     16.0 14.7      NA      NA    
## te(yday,elev.mean):bb.spbss  63.0 41.8    0.48  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.0 25.1    0.48  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.0 40.8    0.48  <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.0 30.2    0.48  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.0 41.1    0.48  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.0 39.4    0.48  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.0 42.8    0.48  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.0 39.3    0.48  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.0 41.1    0.48  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.0 39.9    0.48  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.0 39.1    0.48  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.0 39.1    0.48  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.0 37.4    0.48  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.0 37.4    0.48  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.0 40.0    0.48  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.0 41.5    0.48  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#weighted_fl_abundance.2012.sum.bin <- summary(weighted_fl_abundance.2012.bin)
#print(plot(weighted_fl_abundance.2012.bin, allTerms = TRUE), pages = 4)
#weighted_fl_abundance.2012.ck.bin <- check2D(weighted_fl_abundance.2012.bin, x1 = "yday", x2 = "elev.mean")

Bumbles

### 2010
bb_abund.2010 <- bam(bb.abund ~ 
                       s(bb.sp, bs = "re") + 
                       te(yday, elev.mean, 
                          by = bb.sp,
                          bs= c("gp", "cr"), 
                          k=c(8, 8), 
                          m=2),
                     data = filter(bb_abund_sp, year == 2010 & bb.annual.abund >= 5),
                     discrete = TRUE,
                     family = "tw",
                     select = TRUE,
                     method = "fREML") %>% getViz(nsim = 500)


check.gamViz(bb_abund.2010)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1] -3.594810e-07 -2.946461e-07 -1.870161e-07 -3.003423e-08 -6.350309e-06
##  [6] -7.273269e-08 -9.639240e-08 -3.179879e-07 -2.745494e-07 -9.811496e-08
## [11] -3.334348e-07 -4.981661e-06 -2.524458e-07 -6.097508e-08 -1.022632e-05
## [16] -9.029786e-06 -3.703346e-09 -6.741992e-06 -7.741522e-08 -1.050725e-07
## [21] -8.849608e-06 -9.110371e-08 -2.754725e-07 -3.242950e-07 -1.627193e-07
## [26] -2.514731e-07 -2.034898e-07 -8.375873e-08 -4.120638e-07 -4.637223e-07
## [31] -7.929883e-08 -2.067409e-07 -1.259290e-05 -1.288488e-05 -1.693243e-07
## [36] -8.874348e-08 -7.811928e-08 -3.440866e-07 -3.387392e-07 -8.076127e-08
## [41] -2.526796e-07 -1.742804e-07 -5.526100e-08
## 
## $hess
##                [,1]          [,2]          [,3]          [,4]          [,5]
##  [1,]  5.580425e+00  4.070840e-02  2.611275e-02  1.837595e-04  4.839179e-07
##  [2,]  4.070840e-02  3.022246e+00 -8.017021e-02  2.891911e-02  1.235263e-09
##  [3,]  2.611275e-02 -8.017021e-02  8.411060e-01  6.366201e-02  7.956365e-10
##  [4,]  1.837595e-04  2.891911e-02  6.366201e-02  8.727813e-02  7.410066e-12
##  [5,]  4.839179e-07  1.235263e-09  7.956365e-10  7.410066e-12  5.990168e-06
##  [6,] -6.590616e-02 -1.484763e-04 -9.564538e-05 -8.970506e-07  2.431000e-07
##  [7,] -2.399125e-01 -5.387416e-04 -3.470472e-04 -3.255556e-06  1.148124e-06
##  [8,]  3.231373e-02 -1.744608e-04 -1.123818e-04 -1.052776e-06  1.841800e-09
##  [9,]  2.107463e-02 -1.148043e-04 -7.395332e-05 -6.929396e-07  1.211869e-09
## [10,]  1.609553e-03 -1.096334e-05 -7.062844e-06 -6.651066e-08  1.154502e-10
## [11,] -1.782431e-02 -1.101369e-04 -7.094772e-05 -6.653067e-07  1.162157e-09
## [12,] -1.871049e-07 -1.055436e-09 -6.799126e-10 -6.389220e-12  1.112566e-14
## [13,] -1.705386e-02 -9.832239e-05 -6.333877e-05 -5.948926e-07  1.036705e-09
## [14,] -3.762169e-02 -2.154753e-04 -1.388033e-04 -1.301024e-06  2.274177e-09
## [15,] -1.477332e-07 -6.732806e-10 -4.337538e-10 -4.090465e-12  7.085156e-15
## [16,] -3.316566e-07 -1.714252e-09 -1.104322e-09 -1.037759e-11  1.807031e-14
## [17,] -9.624207e-03 -2.896557e-05 -1.865926e-05 -1.751393e-07  3.055055e-10
## [18,]  2.327527e-09  2.075949e-10  1.336317e-10  1.199970e-12 -2.235072e-15
## [19,] -1.206988e-01 -3.728358e-04 -2.401716e-04 -2.251703e-06  3.934546e-09
## [20,] -1.056195e-01 -2.495577e-04 -1.607629e-04 -1.509429e-06  2.631733e-09
## [21,]  4.842551e-07  1.413673e-09  9.105083e-10  8.456620e-12 -1.498536e-14
## [22,] -1.328024e-01 -3.124017e-04 -2.012473e-04 -1.890018e-06  3.294063e-09
## [23,] -1.818092e-02 -4.150281e-05 -2.674138e-05 -2.541932e-07  4.350618e-10
## [24,] -3.066180e-02 -7.643774e-05 -4.924676e-05 -4.658336e-07  8.031914e-10
## [25,] -1.639397e-01 -4.832772e-04 -3.113185e-04 -2.920574e-06  5.098492e-09
## [26,]  1.778160e-02 -4.087052e-05 -2.632771e-05 -2.468010e-07  4.313342e-10
## [27,]  3.235331e-02 -7.405685e-05 -4.770528e-05 -4.470885e-07  7.816639e-10
## [28,]  5.350150e-02 -1.217346e-04 -7.841745e-05 -7.346566e-07  1.285119e-09
## [29,]  6.458901e-02 -2.492149e-04 -1.605361e-04 -1.504033e-06  2.630856e-09
## [30,]  2.602133e-02 -1.025098e-04 -6.603427e-05 -6.191121e-07  1.081776e-09
## [31,]  1.399222e-02 -5.673601e-05 -3.654855e-05 -3.430026e-07  5.984468e-10
## [32,]  2.192627e-02 -3.669645e-04 -2.363877e-04 -2.215296e-06  3.873366e-09
## [33,] -1.063978e-08 -1.041449e-10 -6.711222e-11 -6.428249e-13  1.087616e-15
## [34,] -4.045353e-07  5.510816e-09  3.549793e-09  3.320474e-11 -5.821945e-14
## [35,] -5.025153e-02 -1.144490e-04 -7.373276e-05 -6.954537e-07  1.204280e-09
## [36,]  2.541653e-02  8.131935e-05  5.237423e-05  4.856894e-07 -8.626402e-10
## [37,] -1.633952e-01 -4.039123e-04 -2.601966e-04 -2.442929e-06  4.259576e-09
## [38,]  2.193855e-02 -1.079607e-04 -6.954570e-05 -6.520698e-07  1.139269e-09
## [39,]  2.451504e-02 -1.181452e-04 -7.610557e-05 -7.131586e-07  1.247092e-09
## [40,]  2.478561e-02 -1.222740e-04 -7.876605e-05 -7.385716e-07  1.290269e-09
## [41,]  4.835753e-02 -1.232780e-04 -7.941124e-05 -7.437508e-07  1.301593e-09
## [42,]  2.958596e-02 -7.544548e-05 -4.859927e-05 -4.551787e-07  7.965623e-10
## [43,]  9.775967e-03 -2.518641e-05 -1.622433e-05 -1.520396e-07  2.658514e-10
##                [,6]          [,7]          [,8]          [,9]         [,10]
##  [1,] -6.590616e-02 -2.399125e-01  3.231373e-02  2.107463e-02  1.609553e-03
##  [2,] -1.484763e-04 -5.387416e-04 -1.744608e-04 -1.148043e-04 -1.096334e-05
##  [3,] -9.564538e-05 -3.470472e-04 -1.123818e-04 -7.395332e-05 -7.062844e-06
##  [4,] -8.970506e-07 -3.255556e-06 -1.052776e-06 -6.929396e-07 -6.651066e-08
##  [5,]  2.431000e-07  1.148124e-06  1.841800e-09  1.211869e-09  1.154502e-10
##  [6,]  7.359689e-01  1.494390e-01 -2.214044e-04 -1.456993e-04 -1.392177e-05
##  [7,]  1.494390e-01  8.156805e-01 -8.033608e-04 -5.286688e-04 -5.051918e-05
##  [8,] -2.214044e-04 -8.033608e-04  1.363843e+00  3.129561e-02 -6.371217e-02
##  [9,] -1.456993e-04 -5.286688e-04  3.129561e-02  6.487721e-01  8.740860e-02
## [10,] -1.392177e-05 -5.051918e-05 -6.371217e-02  8.740860e-02  3.892400e-01
## [11,] -1.397888e-04 -5.072292e-04 -1.642331e-04 -1.080764e-04 -1.032614e-05
## [12,] -1.339915e-09 -4.862100e-09 -1.573888e-09 -1.035765e-09 -9.905075e-11
## [13,] -1.248163e-04 -4.529126e-04 -1.466191e-04 -9.648813e-05 -9.225160e-06
## [14,] -2.734728e-04 -9.922993e-04 -3.213086e-04 -2.114407e-04 -2.019814e-05
## [15,] -8.551050e-10 -3.103069e-09 -1.004063e-09 -6.608125e-10 -6.328942e-11
## [16,] -2.176308e-09 -7.897092e-09 -2.556327e-09 -1.682302e-09 -1.608804e-10
## [17,] -3.676788e-05 -1.334157e-04 -4.319327e-05 -2.842457e-05 -2.716905e-06
## [18,]  2.621929e-10  9.507122e-10  3.093610e-10  2.034147e-10  1.908309e-11
## [19,] -4.732017e-04 -1.717025e-03 -5.559607e-04 -3.658578e-04 -3.495260e-05
## [20,] -3.167915e-04 -1.149514e-03 -3.721406e-04 -2.448993e-04 -2.341137e-05
## [21,]  1.792289e-09  6.502368e-09  2.107724e-09  1.386770e-09  1.319581e-10
## [22,] -3.965779e-04 -1.439034e-03 -4.658554e-04 -3.065729e-04 -2.931025e-05
## [23,] -5.275987e-05 -1.914841e-04 -6.190067e-05 -4.074546e-05 -3.915730e-06
## [24,] -9.711479e-05 -3.524351e-04 -1.139969e-04 -7.503013e-05 -7.195416e-06
## [25,] -6.134182e-04 -2.225827e-03 -7.206541e-04 -4.742424e-04 -4.531943e-05
## [26,] -5.187193e-05 -1.882182e-04 -6.094467e-05 -4.010541e-05 -3.831301e-06
## [27,] -9.398859e-05 -3.410379e-04 -1.104305e-04 -7.266987e-05 -6.941482e-06
## [28,] -1.544920e-04 -5.605716e-04 -1.815247e-04 -1.194532e-04 -1.140852e-05
## [29,] -3.162768e-04 -1.147605e-03 -3.716172e-04 -2.445447e-04 -2.335582e-05
## [30,] -1.301053e-04 -4.720908e-04 -1.528593e-04 -1.005913e-04 -9.610188e-06
## [31,] -7.201751e-05 -2.613217e-04 -8.460418e-05 -5.567606e-05 -5.321359e-06
## [32,] -4.657272e-04 -1.689891e-03 -5.472020e-04 -3.600912e-04 -3.439550e-05
## [33,] -1.325115e-10 -4.809917e-10 -1.553484e-10 -1.022717e-10 -9.860875e-12
## [34,]  6.992459e-09  2.537137e-08  8.217266e-09  5.407252e-09  5.160840e-10
## [35,] -1.453598e-04 -5.274942e-04 -1.706782e-04 -1.123303e-04 -1.075928e-05
## [36,]  1.030804e-04  3.739630e-04  1.212408e-04  7.976760e-05  7.585302e-06
## [37,] -5.127286e-04 -1.860492e-03 -6.023139e-04 -3.963721e-04 -3.789089e-05
## [38,] -1.370246e-04 -4.971978e-04 -1.609877e-04 -1.059404e-04 -1.012147e-05
## [39,] -1.499407e-04 -5.440592e-04 -1.761730e-04 -1.159320e-04 -1.107329e-05
## [40,] -1.551923e-04 -5.631206e-04 -1.823314e-04 -1.199861e-04 -1.146372e-05
## [41,] -1.564454e-04 -5.676568e-04 -1.838253e-04 -1.209665e-04 -1.155161e-05
## [42,] -9.574396e-05 -3.474037e-04 -1.125001e-04 -7.403089e-05 -7.069578e-06
## [43,] -3.196479e-05 -1.159842e-04 -3.755690e-05 -2.471463e-05 -2.360674e-06
##               [,11]         [,12]         [,13]         [,14]         [,15]
##  [1,] -1.782431e-02 -1.871049e-07 -1.705386e-02 -3.762169e-02 -1.477332e-07
##  [2,] -1.101369e-04 -1.055436e-09 -9.832239e-05 -2.154753e-04 -6.732806e-10
##  [3,] -7.094772e-05 -6.799126e-10 -6.333877e-05 -1.388033e-04 -4.337538e-10
##  [4,] -6.653067e-07 -6.389220e-12 -5.948926e-07 -1.301024e-06 -4.090465e-12
##  [5,]  1.162157e-09  1.112566e-14  1.036705e-09  2.274177e-09  7.085156e-15
##  [6,] -1.397888e-04 -1.339915e-09 -1.248163e-04 -2.734728e-04 -8.551050e-10
##  [7,] -5.072292e-04 -4.862100e-09 -4.529126e-04 -9.922993e-04 -3.103069e-09
##  [8,] -1.642331e-04 -1.573888e-09 -1.466191e-04 -3.213086e-04 -1.004063e-09
##  [9,] -1.080764e-04 -1.035765e-09 -9.648813e-05 -2.114407e-04 -6.608125e-10
## [10,] -1.032614e-05 -9.905075e-11 -9.225160e-06 -2.019814e-05 -6.328942e-11
## [11,]  4.834855e-01  1.268380e-06  4.494906e-02 -2.028548e-04 -6.342414e-10
## [12,]  1.268380e-06  4.973407e-06  3.348183e-07 -1.944206e-09 -6.085344e-15
## [13,]  4.494906e-02  3.348183e-07  2.847297e-01 -1.811125e-04 -5.667268e-10
## [14,] -2.028548e-04 -1.944206e-09 -1.811125e-04  3.936447e-01  2.146212e-07
## [15,] -6.342414e-10 -6.085344e-15 -5.667268e-10  2.146212e-07  1.021931e-05
## [16,] -1.614271e-09 -1.547864e-14 -1.441748e-09 -1.191584e-06 -1.377444e-11
## [17,] -2.727292e-05 -2.614547e-10 -2.435431e-05 -5.335317e-05 -1.668938e-10
## [18,]  1.945994e-10  1.851035e-15  1.727576e-10  3.813310e-10  1.165939e-15
## [19,] -3.510073e-04 -3.364276e-09 -3.133957e-04 -6.866955e-04 -2.146765e-09
## [20,] -2.349820e-04 -2.252808e-09 -2.098444e-04 -4.596824e-04 -1.438168e-09
## [21,]  1.329637e-09  1.272278e-14  1.185669e-09  2.602187e-09  8.095527e-15
## [22,] -2.941631e-04 -2.820312e-09 -2.627033e-04 -5.754495e-04 -1.800593e-09
## [23,] -3.912834e-05 -3.759612e-10 -3.500079e-05 -7.650782e-05 -2.409053e-10
## [24,] -7.202817e-05 -6.914659e-10 -6.438734e-05 -1.408640e-04 -4.424160e-10
## [25,] -4.550119e-04 -4.361614e-09 -4.062904e-04 -8.901438e-04 -2.783703e-09
## [26,] -3.847716e-05 -3.687809e-10 -3.435361e-05 -7.527542e-05 -2.353123e-10
## [27,] -6.971836e-05 -6.681802e-10 -6.224468e-05 -1.363960e-04 -4.263218e-10
## [28,] -1.145988e-04 -1.098244e-09 -1.023091e-04 -2.242026e-04 -7.006416e-10
## [29,] -2.346072e-04 -2.248342e-09 -2.094485e-04 -4.589879e-04 -1.434377e-09
## [30,] -9.650833e-05 -9.250009e-10 -8.616743e-05 -1.888045e-04 -5.902531e-10
## [31,] -5.341976e-05 -5.121011e-10 -4.770213e-05 -1.045040e-04 -3.268744e-10
## [32,] -3.454649e-04 -3.310905e-09 -3.084298e-04 -6.758635e-04 -2.112441e-09
## [33,] -9.826424e-11 -9.454667e-16 -8.798988e-11 -1.920788e-10 -6.072284e-16
## [34,]  5.186964e-09  4.969485e-14  4.629742e-09  1.014845e-08  3.168873e-14
## [35,] -1.078148e-04 -1.034482e-09 -9.634036e-05 -2.108748e-04 -6.613125e-10
## [36,]  7.647336e-05  7.315424e-10  6.817904e-05  1.496723e-04  4.652651e-10
## [37,] -3.803198e-04 -3.646156e-09 -3.396325e-04 -7.439999e-04 -2.327637e-09
## [38,] -1.016407e-04 -9.742028e-10 -9.075056e-05 -1.988449e-04 -6.216596e-10
## [39,] -1.112224e-04 -1.065930e-09 -9.929782e-05 -2.175950e-04 -6.800723e-10
## [40,] -1.151169e-04 -1.103382e-09 -1.027838e-04 -2.252084e-04 -7.041064e-10
## [41,] -1.160483e-04 -1.112077e-09 -1.035991e-04 -2.270409e-04 -7.094042e-10
## [42,] -7.102106e-05 -6.805882e-10 -6.340234e-05 -1.389479e-04 -4.341556e-10
## [43,] -2.371070e-05 -2.272397e-10 -2.116872e-05 -4.638742e-05 -1.449829e-10
##               [,16]         [,17]         [,18]         [,19]         [,20]
##  [1,] -3.316566e-07 -9.624207e-03  2.327527e-09 -1.206988e-01 -1.056195e-01
##  [2,] -1.714252e-09 -2.896557e-05  2.075949e-10 -3.728358e-04 -2.495577e-04
##  [3,] -1.104322e-09 -1.865926e-05  1.336317e-10 -2.401716e-04 -1.607629e-04
##  [4,] -1.037759e-11 -1.751393e-07  1.199970e-12 -2.251703e-06 -1.509429e-06
##  [5,]  1.807031e-14  3.055055e-10 -2.235072e-15  3.934546e-09  2.631733e-09
##  [6,] -2.176308e-09 -3.676788e-05  2.621929e-10 -4.732017e-04 -3.167915e-04
##  [7,] -7.897092e-09 -1.334157e-04  9.507122e-10 -1.717025e-03 -1.149514e-03
##  [8,] -2.556327e-09 -4.319327e-05  3.093610e-10 -5.559607e-04 -3.721406e-04
##  [9,] -1.682302e-09 -2.842457e-05  2.034147e-10 -3.658578e-04 -2.448993e-04
## [10,] -1.608804e-10 -2.716905e-06  1.908309e-11 -3.495260e-05 -2.341137e-05
## [11,] -1.614271e-09 -2.727292e-05  1.945994e-10 -3.510073e-04 -2.349820e-04
## [12,] -1.547864e-14 -2.614547e-10  1.851035e-15 -3.364276e-09 -2.252808e-09
## [13,] -1.441748e-09 -2.435431e-05  1.727576e-10 -3.133957e-04 -2.098444e-04
## [14,] -1.191584e-06 -5.335317e-05  3.813310e-10 -6.866955e-04 -4.596824e-04
## [15,] -1.377444e-11 -1.668938e-10  1.165939e-15 -2.146765e-09 -1.438168e-09
## [16,]  9.029808e-06 -4.246587e-10  3.006326e-15 -5.464301e-09 -3.659046e-09
## [17,] -4.246587e-10  3.910346e-03  1.035018e-07  1.786749e-02 -6.181138e-05
## [18,]  3.006326e-15  1.035018e-07  6.616097e-06  3.621733e-07  4.389946e-10
## [19,] -5.464301e-09  1.786749e-02  3.621733e-07  9.415790e-01 -7.954259e-04
## [20,] -3.659046e-09 -6.181138e-05  4.389946e-10 -7.954259e-04  7.222753e-01
## [21,]  2.066427e-14  3.494563e-10 -2.581880e-15  4.501785e-09 -2.151954e-06
## [22,] -4.580797e-09 -7.738035e-05  5.490545e-10 -9.957522e-04  1.157453e-01
## [23,] -6.106509e-10 -1.030276e-05  6.979853e-11 -1.324211e-04 -8.880081e-05
## [24,] -1.123100e-09 -1.895806e-05  1.309083e-10 -2.437855e-04 -1.633801e-04
## [25,] -7.084196e-09 -1.196817e-04  8.526489e-10 -1.540262e-03 -1.031183e-03
## [26,] -5.989787e-10 -1.012003e-05  7.230126e-11 -1.302509e-04 -8.719279e-05
## [27,] -1.085267e-09 -1.833654e-05  1.311221e-10 -2.360082e-04 -1.579841e-04
## [28,] -1.783781e-09 -3.013964e-05  2.158092e-10 -3.879386e-04 -2.596749e-04
## [29,] -3.651783e-09 -6.170214e-05  4.417586e-10 -7.941890e-04 -5.316091e-04
## [30,] -1.502399e-09 -2.538334e-05  1.812457e-10 -3.266943e-04 -2.187004e-04
## [31,] -8.317624e-10 -1.405141e-05  9.996637e-11 -1.808301e-04 -1.210688e-04
## [32,] -5.377613e-09 -9.085995e-05  6.498384e-10 -1.169457e-03 -7.828310e-04
## [33,] -1.535677e-15 -2.588957e-11  1.701161e-16 -3.325060e-10 -2.231919e-10
## [34,]  8.071481e-14  1.364010e-09 -9.822680e-15  1.755935e-08  1.175144e-08
## [35,] -1.680232e-09 -2.837072e-05  1.980652e-10 -3.649278e-04 -2.444791e-04
## [36,]  1.188166e-09  2.009634e-05 -1.492935e-10  2.589251e-04  1.730970e-04
## [37,] -5.922144e-09 -1.000418e-04  7.106209e-10 -1.287403e-03 -8.619828e-04
## [38,] -1.582313e-09 -2.673337e-05  1.908467e-10 -3.440678e-04 -2.303324e-04
## [39,] -1.731296e-09 -2.925216e-05  2.092803e-10 -3.765072e-04 -2.520301e-04
## [40,] -1.792128e-09 -3.027801e-05  2.160966e-10 -3.896860e-04 -2.608732e-04
## [41,] -1.806248e-09 -3.052014e-05  2.187681e-10 -3.928473e-04 -2.629511e-04
## [42,] -1.105419e-09 -1.867822e-05  1.338776e-10 -2.404208e-04 -1.609252e-04
## [43,] -3.690855e-10 -6.236080e-06  4.460747e-11 -8.026477e-05 -5.372875e-05
##               [,21]         [,22]         [,23]         [,24]         [,25]
##  [1,]  4.842551e-07 -1.328024e-01 -1.818092e-02 -3.066180e-02 -1.639397e-01
##  [2,]  1.413673e-09 -3.124017e-04 -4.150281e-05 -7.643774e-05 -4.832772e-04
##  [3,]  9.105083e-10 -2.012473e-04 -2.674138e-05 -4.924676e-05 -3.113185e-04
##  [4,]  8.456620e-12 -1.890018e-06 -2.541932e-07 -4.658336e-07 -2.920574e-06
##  [5,] -1.498536e-14  3.294063e-09  4.350618e-10  8.031914e-10  5.098492e-09
##  [6,]  1.792289e-09 -3.965779e-04 -5.275987e-05 -9.711479e-05 -6.134182e-04
##  [7,]  6.502368e-09 -1.439034e-03 -1.914841e-04 -3.524351e-04 -2.225827e-03
##  [8,]  2.107724e-09 -4.658554e-04 -6.190067e-05 -1.139969e-04 -7.206541e-04
##  [9,]  1.386770e-09 -3.065729e-04 -4.074546e-05 -7.503013e-05 -4.742424e-04
## [10,]  1.319581e-10 -2.931025e-05 -3.915730e-06 -7.195416e-06 -4.531943e-05
## [11,]  1.329637e-09 -2.941631e-04 -3.912834e-05 -7.202817e-05 -4.550119e-04
## [12,]  1.272278e-14 -2.820312e-09 -3.759612e-10 -6.914659e-10 -4.361614e-09
## [13,]  1.185669e-09 -2.627033e-04 -3.500079e-05 -6.438734e-05 -4.062904e-04
## [14,]  2.602187e-09 -5.754495e-04 -7.650782e-05 -1.408640e-04 -8.901438e-04
## [15,]  8.095527e-15 -1.800593e-09 -2.409053e-10 -4.424160e-10 -2.783703e-09
## [16,]  2.066427e-14 -4.580797e-09 -6.106509e-10 -1.123100e-09 -7.084196e-09
## [17,]  3.494563e-10 -7.738035e-05 -1.030276e-05 -1.895806e-05 -1.196817e-04
## [18,] -2.581880e-15  5.490545e-10  6.979853e-11  1.309083e-10  8.526489e-10
## [19,]  4.501785e-09 -9.957522e-04 -1.324211e-04 -2.437855e-04 -1.540262e-03
## [20,] -2.151954e-06  1.157453e-01 -8.880081e-05 -1.633801e-04 -1.031183e-03
## [21,]  8.822105e-06  1.012967e-06  4.961655e-10  9.170688e-10  5.832681e-09
## [22,]  1.012967e-06  7.425727e-01 -1.111980e-04 -2.045660e-04 -1.290901e-03
## [23,]  4.961655e-10 -1.111980e-04  3.132812e-01  1.359868e-01  8.105172e-03
## [24,]  9.170688e-10 -2.045660e-04  1.359868e-01  5.669979e-01  7.350025e-02
## [25,]  5.832681e-09 -1.290901e-03  8.105172e-03  7.350025e-02  9.474024e-01
## [26,]  4.935339e-10 -1.091518e-04 -1.451374e-05 -2.672103e-05 -1.688416e-04
## [27,]  8.944333e-10 -1.977705e-04 -2.629054e-05 -4.840813e-05 -3.059285e-04
## [28,]  1.470643e-09 -3.250683e-04 -4.319683e-05 -7.954927e-05 -5.028604e-04
## [29,]  3.010635e-09 -6.654837e-04 -8.843575e-05 -1.628571e-04 -1.029459e-03
## [30,]  1.237727e-09 -2.737797e-04 -3.640979e-05 -6.702923e-05 -4.234905e-04
## [31,]  6.845636e-10 -1.515630e-04 -2.017679e-05 -3.712944e-05 -2.344206e-04
## [32,]  4.432218e-09 -9.799765e-04 -1.302665e-04 -2.398613e-04 -1.515919e-03
## [33,]  1.238125e-15 -2.795311e-10 -3.800269e-11 -6.934156e-11 -4.315240e-10
## [34,] -6.664819e-14  1.471030e-08  1.951641e-09  3.596407e-09  2.275919e-08
## [35,]  1.375956e-09 -3.060902e-04 -4.096011e-05 -7.521646e-05 -4.732052e-04
## [36,] -9.894881e-10  2.166406e-04  2.848523e-05  5.268428e-05  3.354453e-04
## [37,]  4.872056e-09 -1.079104e-03 -1.437178e-04 -2.644237e-04 -1.668973e-03
## [38,]  1.303492e-09 -2.883416e-04 -3.834854e-05 -7.059678e-05 -4.460129e-04
## [39,]  1.427052e-09 -3.155000e-04 -4.193512e-05 -7.721842e-05 -4.880485e-04
## [40,]  1.476235e-09 -3.265746e-04 -4.343649e-05 -7.996101e-05 -5.051493e-04
## [41,]  1.489596e-09 -3.291676e-04 -4.372840e-05 -8.053804e-05 -5.092154e-04
## [42,]  9.116150e-10 -2.014496e-04 -2.676208e-05 -4.928950e-05 -3.116378e-04
## [43,]  3.042114e-10 -6.725956e-05 -8.940328e-06 -1.646220e-05 -1.040437e-04
##               [,26]         [,27]         [,28]         [,29]         [,30]
##  [1,]  1.778160e-02  3.235331e-02  5.350150e-02  6.458901e-02  2.602133e-02
##  [2,] -4.087052e-05 -7.405685e-05 -1.217346e-04 -2.492149e-04 -1.025098e-04
##  [3,] -2.632771e-05 -4.770528e-05 -7.841745e-05 -1.605361e-04 -6.603427e-05
##  [4,] -2.468010e-07 -4.470885e-07 -7.346566e-07 -1.504033e-06 -6.191121e-07
##  [5,]  4.313342e-10  7.816639e-10  1.285119e-09  2.630856e-09  1.081776e-09
##  [6,] -5.187193e-05 -9.398859e-05 -1.544920e-04 -3.162768e-04 -1.301053e-04
##  [7,] -1.882182e-04 -3.410379e-04 -5.605716e-04 -1.147605e-03 -4.720908e-04
##  [8,] -6.094467e-05 -1.104305e-04 -1.815247e-04 -3.716172e-04 -1.528593e-04
##  [9,] -4.010541e-05 -7.266987e-05 -1.194532e-04 -2.445447e-04 -1.005913e-04
## [10,] -3.831301e-06 -6.941482e-06 -1.140852e-05 -2.335582e-05 -9.610188e-06
## [11,] -3.847716e-05 -6.971836e-05 -1.145988e-04 -2.346072e-04 -9.650833e-05
## [12,] -3.687809e-10 -6.681802e-10 -1.098244e-09 -2.248342e-09 -9.250009e-10
## [13,] -3.435361e-05 -6.224468e-05 -1.023091e-04 -2.094485e-04 -8.616743e-05
## [14,] -7.527542e-05 -1.363960e-04 -2.242026e-04 -4.589879e-04 -1.888045e-04
## [15,] -2.353123e-10 -4.263218e-10 -7.006416e-10 -1.434377e-09 -5.902531e-10
## [16,] -5.989787e-10 -1.085267e-09 -1.783781e-09 -3.651783e-09 -1.502399e-09
## [17,] -1.012003e-05 -1.833654e-05 -3.013964e-05 -6.170214e-05 -2.538334e-05
## [18,]  7.230126e-11  1.311221e-10  2.158092e-10  4.417586e-10  1.812457e-10
## [19,] -1.302509e-04 -2.360082e-04 -3.879386e-04 -7.941890e-04 -3.266943e-04
## [20,] -8.719279e-05 -1.579841e-04 -2.596749e-04 -5.316091e-04 -2.187004e-04
## [21,]  4.935339e-10  8.944333e-10  1.470643e-09  3.010635e-09  1.237727e-09
## [22,] -1.091518e-04 -1.977705e-04 -3.250683e-04 -6.654837e-04 -2.737797e-04
## [23,] -1.451374e-05 -2.629054e-05 -4.319683e-05 -8.843575e-05 -3.640979e-05
## [24,] -2.672103e-05 -4.840813e-05 -7.954927e-05 -1.628571e-04 -6.702923e-05
## [25,] -1.688416e-04 -3.059285e-04 -5.028604e-04 -1.029459e-03 -4.234905e-04
## [26,]  1.802472e+00  3.024417e-01  1.687769e-01 -8.705928e-05 -3.581205e-05
## [27,]  3.024417e-01  7.373531e-01 -9.606386e-02 -1.577494e-04 -6.488961e-05
## [28,]  1.687769e-01 -9.606386e-02  1.088873e+00 -2.593061e-04 -1.066623e-04
## [29,] -8.705928e-05 -1.577494e-04 -2.593061e-04  2.628034e+00  5.183019e-01
## [30,] -3.581205e-05 -6.488961e-05 -1.066623e-04  5.183019e-01  2.836637e+00
## [31,] -1.982229e-05 -3.591624e-05 -5.903553e-05 -5.074117e-02  5.851342e-02
## [32,] -1.281959e-04 -2.322865e-04 -3.818260e-04 -7.816744e-04 -3.215380e-04
## [33,] -3.644053e-11 -6.599858e-11 -1.084138e-10 -2.219570e-10 -9.142548e-11
## [34,]  1.924895e-09  3.487980e-09  5.733767e-09  1.173812e-08  4.827862e-09
## [35,] -4.000057e-05 -7.246987e-05 -1.191005e-04 -2.438265e-04 -1.003369e-04
## [36,]  2.838662e-05  5.144682e-05  8.459374e-05  1.731758e-04  7.118900e-05
## [37,] -1.411222e-04 -2.556988e-04 -4.202867e-04 -8.604153e-04 -3.539681e-04
## [38,] -3.771651e-05 -6.834031e-05 -1.123342e-04 -2.299709e-04 -9.460032e-05
## [39,] -4.127276e-05 -7.478496e-05 -1.229297e-04 -2.516618e-04 -1.035193e-04
## [40,] -4.271712e-05 -7.740103e-05 -1.272274e-04 -2.604605e-04 -1.071429e-04
## [41,] -4.306421e-05 -7.803186e-05 -1.282689e-04 -2.625918e-04 -1.080118e-04
## [42,] -2.635510e-05 -4.775513e-05 -7.849992e-05 -1.607049e-04 -6.610277e-05
## [43,] -8.798629e-06 -1.594283e-05 -2.620640e-05 -5.364976e-05 -2.206851e-05
##               [,31]         [,32]         [,33]         [,34]         [,35]
##  [1,]  1.399222e-02  2.192627e-02 -1.063978e-08 -4.045353e-07 -5.025153e-02
##  [2,] -5.673601e-05 -3.669645e-04 -1.041449e-10  5.510816e-09 -1.144490e-04
##  [3,] -3.654855e-05 -2.363877e-04 -6.711222e-11  3.549793e-09 -7.373276e-05
##  [4,] -3.430026e-07 -2.215296e-06 -6.428249e-13  3.320474e-11 -6.954537e-07
##  [5,]  5.984468e-10  3.873366e-09  1.087616e-15 -5.821945e-14  1.204280e-09
##  [6,] -7.201751e-05 -4.657272e-04 -1.325115e-10  6.992459e-09 -1.453598e-04
##  [7,] -2.613217e-04 -1.689891e-03 -4.809917e-10  2.537137e-08 -5.274942e-04
##  [8,] -8.460418e-05 -5.472020e-04 -1.553484e-10  8.217266e-09 -1.706782e-04
##  [9,] -5.567606e-05 -3.600912e-04 -1.022717e-10  5.407252e-09 -1.123303e-04
## [10,] -5.321359e-06 -3.439550e-05 -9.860875e-12  5.160840e-10 -1.075928e-05
## [11,] -5.341976e-05 -3.454649e-04 -9.826424e-11  5.186964e-09 -1.078148e-04
## [12,] -5.121011e-10 -3.310905e-09 -9.454667e-16  4.969485e-14 -1.034482e-09
## [13,] -4.770213e-05 -3.084298e-04 -8.798988e-11  4.629742e-09 -9.634036e-05
## [14,] -1.045040e-04 -6.758635e-04 -1.920788e-10  1.014845e-08 -2.108748e-04
## [15,] -3.268744e-10 -2.112441e-09 -6.072284e-16  3.168873e-14 -6.613125e-10
## [16,] -8.317624e-10 -5.377613e-09 -1.535677e-15  8.071481e-14 -1.680232e-09
## [17,] -1.405141e-05 -9.085995e-05 -2.588957e-11  1.364010e-09 -2.837072e-05
## [18,]  9.996637e-11  6.498384e-10  1.701161e-16 -9.822680e-15  1.980652e-10
## [19,] -1.808301e-04 -1.169457e-03 -3.325060e-10  1.755935e-08 -3.649278e-04
## [20,] -1.210688e-04 -7.828310e-04 -2.231919e-10  1.175144e-08 -2.444791e-04
## [21,]  6.845636e-10  4.432218e-09  1.238125e-15 -6.664819e-14  1.375956e-09
## [22,] -1.515630e-04 -9.799765e-04 -2.795311e-10  1.471030e-08 -3.060902e-04
## [23,] -2.017679e-05 -1.302665e-04 -3.800269e-11  1.951641e-09 -4.096011e-05
## [24,] -3.712944e-05 -2.398613e-04 -6.934156e-11  3.596407e-09 -7.521646e-05
## [25,] -2.344206e-04 -1.515919e-03 -4.315240e-10  2.275919e-08 -4.732052e-04
## [26,] -1.982229e-05 -1.281959e-04 -3.644053e-11  1.924895e-09 -4.000057e-05
## [27,] -3.591624e-05 -2.322865e-04 -6.599858e-11  3.487980e-09 -7.246987e-05
## [28,] -5.903553e-05 -3.818260e-04 -1.084138e-10  5.733767e-09 -1.191005e-04
## [29,] -5.074117e-02 -7.816744e-04 -2.219570e-10  1.173812e-08 -2.438265e-04
## [30,]  5.851342e-02 -3.215380e-04 -9.142548e-11  4.827862e-09 -1.003369e-04
## [31,]  7.798630e-01 -1.779698e-04 -5.069702e-11  2.671782e-09 -5.556612e-05
## [32,] -1.779698e-04  2.027040e+00  2.881587e-06  9.778900e-06 -3.590907e-04
## [33,] -5.069702e-11  2.881587e-06  1.258974e-05 -8.111152e-12 -1.032565e-10
## [34,]  2.671782e-09  9.778900e-06 -8.111152e-12  1.288691e-05  5.386565e-09
## [35,] -5.556612e-05 -3.590907e-04 -1.032565e-10  5.386565e-09  1.117421e+00
## [36,]  3.936824e-05  2.549378e-04  7.100608e-11 -3.834484e-09 -1.931231e-03
## [37,] -1.959500e-04 -1.267019e-03 -3.612107e-10  1.901994e-08 -3.692535e-03
## [38,] -5.236303e-05 -3.386366e-04 -9.629718e-11  5.084553e-09 -1.056758e-04
## [39,] -5.729704e-05 -3.705717e-04 -1.052629e-10  5.564566e-09 -1.156043e-04
## [40,] -5.930592e-05 -3.835338e-04 -1.090785e-10  5.758611e-09 -1.196911e-04
## [41,] -5.978104e-05 -3.866614e-04 -1.097268e-10  5.806647e-09 -1.205895e-04
## [42,] -3.658578e-05 -2.366349e-04 -6.715425e-11  3.553631e-09 -7.380080e-05
## [43,] -1.221478e-05 -7.899930e-05 -2.244213e-11  1.186258e-09 -2.464542e-05
##               [,36]         [,37]         [,38]         [,39]         [,40]
##  [1,]  2.541653e-02 -1.633952e-01  2.193855e-02  2.451504e-02  2.478561e-02
##  [2,]  8.131935e-05 -4.039123e-04 -1.079607e-04 -1.181452e-04 -1.222740e-04
##  [3,]  5.237423e-05 -2.601966e-04 -6.954570e-05 -7.610557e-05 -7.876605e-05
##  [4,]  4.856894e-07 -2.442929e-06 -6.520698e-07 -7.131586e-07 -7.385716e-07
##  [5,] -8.626402e-10  4.259576e-09  1.139269e-09  1.247092e-09  1.290269e-09
##  [6,]  1.030804e-04 -5.127286e-04 -1.370246e-04 -1.499407e-04 -1.551923e-04
##  [7,]  3.739630e-04 -1.860492e-03 -4.971978e-04 -5.440592e-04 -5.631206e-04
##  [8,]  1.212408e-04 -6.023139e-04 -1.609877e-04 -1.761730e-04 -1.823314e-04
##  [9,]  7.976760e-05 -3.963721e-04 -1.059404e-04 -1.159320e-04 -1.199861e-04
## [10,]  7.585302e-06 -3.789089e-05 -1.012147e-05 -1.107329e-05 -1.146372e-05
## [11,]  7.647336e-05 -3.803198e-04 -1.016407e-04 -1.112224e-04 -1.151169e-04
## [12,]  7.315424e-10 -3.646156e-09 -9.742028e-10 -1.065930e-09 -1.103382e-09
## [13,]  6.817904e-05 -3.396325e-04 -9.075056e-05 -9.929782e-05 -1.027838e-04
## [14,]  1.496723e-04 -7.439999e-04 -1.988449e-04 -2.175950e-04 -2.252084e-04
## [15,]  4.652651e-10 -2.327637e-09 -6.216596e-10 -6.800723e-10 -7.041064e-10
## [16,]  1.188166e-09 -5.922144e-09 -1.582313e-09 -1.731296e-09 -1.792128e-09
## [17,]  2.009634e-05 -1.000418e-04 -2.673337e-05 -2.925216e-05 -3.027801e-05
## [18,] -1.492935e-10  7.106209e-10  1.908467e-10  2.092803e-10  2.160966e-10
## [19,]  2.589251e-04 -1.287403e-03 -3.440678e-04 -3.765072e-04 -3.896860e-04
## [20,]  1.730970e-04 -8.619828e-04 -2.303324e-04 -2.520301e-04 -2.608732e-04
## [21,] -9.894881e-10  4.872056e-09  1.303492e-09  1.427052e-09  1.476235e-09
## [22,]  2.166406e-04 -1.079104e-03 -2.883416e-04 -3.155000e-04 -3.265746e-04
## [23,]  2.848523e-05 -1.437178e-04 -3.834854e-05 -4.193512e-05 -4.343649e-05
## [24,]  5.268428e-05 -2.644237e-04 -7.059678e-05 -7.721842e-05 -7.996101e-05
## [25,]  3.354453e-04 -1.668973e-03 -4.460129e-04 -4.880485e-04 -5.051493e-04
## [26,]  2.838662e-05 -1.411222e-04 -3.771651e-05 -4.127276e-05 -4.271712e-05
## [27,]  5.144682e-05 -2.556988e-04 -6.834031e-05 -7.478496e-05 -7.740103e-05
## [28,]  8.459374e-05 -4.202867e-04 -1.123342e-04 -1.229297e-04 -1.272274e-04
## [29,]  1.731758e-04 -8.604153e-04 -2.299709e-04 -2.516618e-04 -2.604605e-04
## [30,]  7.118900e-05 -3.539681e-04 -9.460032e-05 -1.035193e-04 -1.071429e-04
## [31,]  3.936824e-05 -1.959500e-04 -5.236303e-05 -5.729704e-05 -5.930592e-05
## [32,]  2.549378e-04 -1.267019e-03 -3.386366e-04 -3.705717e-04 -3.835338e-04
## [33,]  7.100608e-11 -3.612107e-10 -9.629718e-11 -1.052629e-10 -1.090785e-10
## [34,] -3.834484e-09  1.901994e-08  5.084553e-09  5.564566e-09  5.758611e-09
## [35,] -1.931231e-03 -3.692535e-03 -1.056758e-04 -1.156043e-04 -1.196911e-04
## [36,]  3.622891e-01  8.017559e-02  7.497101e-05  8.208388e-05  8.490564e-05
## [37,]  8.017559e-02  9.130039e-01 -3.727945e-04 -4.079133e-04 -4.222250e-04
## [38,]  7.497101e-05 -3.727945e-04  2.167737e+00  2.351223e-01  1.374184e-01
## [39,]  8.208388e-05 -4.079133e-04  2.351223e-01  1.363639e+00  2.546329e-03
## [40,]  8.490564e-05 -4.222250e-04  1.374184e-01  2.546329e-03  9.726269e-01
## [41,]  8.568718e-05 -4.255898e-04 -1.137554e-04 -1.244868e-04 -1.288368e-04
## [42,]  5.243942e-05 -2.604595e-04 -6.961778e-05 -7.618529e-05 -7.884758e-05
## [43,]  1.749810e-05 -8.696051e-05 -2.324206e-05 -2.543395e-05 -2.632354e-05
##               [,41]         [,42]         [,43]
##  [1,]  4.835753e-02  2.958596e-02  9.775967e-03
##  [2,] -1.232780e-04 -7.544548e-05 -2.518641e-05
##  [3,] -7.941124e-05 -4.859927e-05 -1.622433e-05
##  [4,] -7.437508e-07 -4.551787e-07 -1.520396e-07
##  [5,]  1.301593e-09  7.965623e-10  2.658514e-10
##  [6,] -1.564454e-04 -9.574396e-05 -3.196479e-05
##  [7,] -5.676568e-04 -3.474037e-04 -1.159842e-04
##  [8,] -1.838253e-04 -1.125001e-04 -3.755690e-05
##  [9,] -1.209665e-04 -7.403089e-05 -2.471463e-05
## [10,] -1.155161e-05 -7.069578e-06 -2.360674e-06
## [11,] -1.160483e-04 -7.102106e-05 -2.371070e-05
## [12,] -1.112077e-09 -6.805882e-10 -2.272397e-10
## [13,] -1.035991e-04 -6.340234e-05 -2.116872e-05
## [14,] -2.270409e-04 -1.389479e-04 -4.638742e-05
## [15,] -7.094042e-10 -4.341556e-10 -1.449829e-10
## [16,] -1.806248e-09 -1.105419e-09 -3.690855e-10
## [17,] -3.052014e-05 -1.867822e-05 -6.236080e-06
## [18,]  2.187681e-10  1.338776e-10  4.460747e-11
## [19,] -3.928473e-04 -2.404208e-04 -8.026477e-05
## [20,] -2.629511e-04 -1.609252e-04 -5.372875e-05
## [21,]  1.489596e-09  9.116150e-10  3.042114e-10
## [22,] -3.291676e-04 -2.014496e-04 -6.725956e-05
## [23,] -4.372840e-05 -2.676208e-05 -8.940328e-06
## [24,] -8.053804e-05 -4.928950e-05 -1.646220e-05
## [25,] -5.092154e-04 -3.116378e-04 -1.040437e-04
## [26,] -4.306421e-05 -2.635510e-05 -8.798629e-06
## [27,] -7.803186e-05 -4.775513e-05 -1.594283e-05
## [28,] -1.282689e-04 -7.849992e-05 -2.620640e-05
## [29,] -2.625918e-04 -1.607049e-04 -5.364976e-05
## [30,] -1.080118e-04 -6.610277e-05 -2.206851e-05
## [31,] -5.978104e-05 -3.658578e-05 -1.221478e-05
## [32,] -3.866614e-04 -2.366349e-04 -7.899930e-05
## [33,] -1.097268e-10 -6.715425e-11 -2.244213e-11
## [34,]  5.806647e-09  3.553631e-09  1.186258e-09
## [35,] -1.205895e-04 -7.380080e-05 -2.464542e-05
## [36,]  8.568718e-05  5.243942e-05  1.749810e-05
## [37,] -4.255898e-04 -2.604595e-04 -8.696051e-05
## [38,] -1.137554e-04 -6.961778e-05 -2.324206e-05
## [39,] -1.244868e-04 -7.618529e-05 -2.543395e-05
## [40,] -1.288368e-04 -7.884758e-05 -2.632354e-05
## [41,]  1.636376e+00  1.376666e-01  4.769780e-02
## [42,]  1.376666e-01  6.935855e-01  3.454003e-02
## [43,]  4.769780e-02  3.454003e-02  4.779399e-01
## 
## Model rank =  897 / 897 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                 k'   edf k-index p-value    
## s(bb.sp)                     14.00 12.22      NA      NA    
## te(yday,elev.mean):bb.spbss  63.00 12.53    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.00  3.73    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 11.75    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.00  3.28    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00  1.97    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00  2.38    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00  3.50    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00  6.67    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 13.56    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 20.20    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00  5.58    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00  5.88    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 16.88    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 11.21    0.79  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#bb_abund.2010.sum <- summary(bb_abund.2010)
#print(plot(bb_abund.2010, allTerms = TRUE), pages = 1)
#bb_abund.2010.ck <- check2D(bb_abund.2010, x1 = "yday", x2 = "elev.mean") # See if there is any spatiotemporal pattern to the residuals

### 2011
bb_abund.2011 <- bam(bb.abund ~ 
                       s(bb.sp, bs = "re") + 
                       te(yday, elev.mean, 
                          by = bb.sp,
                          bs= c("gp", "cr"), 
                          k=c(8, 8), 
                          m=2),
                     data = filter(bb_abund_sp, year == 2011 & bb.annual.abund >= 5),
                     discrete = TRUE,
                     family = "tw",
                     select = TRUE,
                     method = "fREML") %>% getViz(nsim = 500)


check.gamViz(bb_abund.2011)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1] -1.673748e-06 -1.173756e-06 -1.335395e-06 -1.885725e-05 -9.175713e-07
##  [6] -5.517066e-07 -3.298680e-07 -1.371886e-06 -4.269361e-07 -9.411221e-06
## [11] -1.174338e-06 -6.467487e-07 -5.164697e-07 -1.507053e-06 -1.865500e-06
## [16] -7.742309e-07 -3.544177e-07 -9.668705e-06 -4.871355e-07 -1.167894e-06
## [21] -1.177223e-06 -3.840149e-07 -3.038669e-06 -1.957548e-06 -3.545472e-06
## [26] -8.411084e-07 -6.346016e-07 -3.150642e-07 -1.335620e-06 -1.382053e-06
## [31] -3.596327e-07 -1.085922e-06 -7.597156e-07 -4.053763e-07 -5.096317e-06
## [36] -3.211936e-06 -2.073263e-06 -1.714865e-06 -1.616217e-06 -2.837199e-07
## [41] -1.407783e-06 -1.354628e-06 -2.805666e-07
## 
## $hess
##                [,1]          [,2]          [,3]          [,4]          [,5]
##  [1,]  6.166366e+00  2.112723e-02  1.267883e-02 -2.247799e-07  4.709490e-03
##  [2,]  2.112723e-02  2.640557e+00  7.208068e-01  2.157681e-05 -1.881853e-05
##  [3,]  1.267883e-02  7.208068e-01  2.605725e+00  5.313299e-07 -1.132532e-05
##  [4,] -2.247799e-07  2.157681e-05  5.313299e-07  1.885750e-05  1.988533e-10
##  [5,]  4.709490e-03 -1.881853e-05 -1.132532e-05  1.988533e-10  2.172060e+00
##  [6,] -4.563365e-04  1.349659e-06  8.121957e-07 -1.426394e-11 -1.532296e-01
##  [7,]  7.339360e-03 -2.925386e-05 -1.760548e-05  3.091225e-10  6.732647e-03
##  [8,] -6.377538e-02 -7.545265e-05 -4.540898e-05  7.972888e-10 -8.804542e-05
##  [9,] -1.593385e-02 -1.874508e-05 -1.128122e-05  1.980728e-10 -2.187365e-05
## [10,] -3.460046e-07 -4.042094e-10 -2.432636e-10  4.271095e-15 -4.716745e-10
## [11,] -1.378498e-02 -3.912241e-05 -2.354477e-05  4.133925e-10 -4.565199e-05
## [12,] -7.311878e-03 -2.097794e-05 -1.262498e-05  2.216679e-10 -2.447911e-05
## [13,] -2.296313e-02 -6.656162e-05 -4.005811e-05  7.033422e-10 -7.767039e-05
## [14,] -2.250442e-02 -4.676290e-05 -2.814292e-05  4.941302e-10 -5.456752e-05
## [15,] -1.942423e-02 -4.105572e-05 -2.470807e-05  4.338304e-10 -4.790752e-05
## [16,] -1.186922e-02 -2.509490e-05 -1.510256e-05  2.651745e-10 -2.928299e-05
## [17,] -4.261499e-02 -3.076420e-05 -1.851452e-05  3.250781e-10 -3.589859e-05
## [18,] -2.057346e-08  1.093241e-13  5.666710e-14 -1.544273e-18  1.085715e-13
## [19,] -1.816783e-01 -1.301882e-04 -7.835051e-05  1.375644e-09 -1.519172e-04
## [20,] -3.272124e-03 -3.652018e-05 -2.197853e-05  3.859026e-10 -4.261510e-05
## [21,] -4.862908e-03 -4.658714e-05 -2.803732e-05  4.922655e-10 -5.436280e-05
## [22,] -7.930694e-03 -8.253792e-05 -4.967311e-05  8.721542e-10 -9.631334e-05
## [23,] -8.536664e-06 -6.680947e-09 -4.020887e-09  7.058932e-14 -7.796292e-09
## [24,] -1.136703e-02 -9.273169e-06 -5.580786e-06  9.798721e-11 -1.082083e-05
## [25,] -9.788311e-02 -7.944462e-05 -4.781165e-05  8.394615e-10 -9.270409e-05
## [26,]  1.691446e-02 -1.429228e-05 -8.601347e-06  1.510248e-10 -1.667751e-05
## [27,]  1.785143e-02 -1.508231e-05 -9.076799e-06  1.593730e-10 -1.759939e-05
## [28,]  1.273284e-02 -1.072497e-05 -6.454457e-06  1.133302e-10 -1.251482e-05
## [29,]  1.891458e-02 -3.049793e-05 -1.835421e-05  3.222673e-10 -3.558776e-05
## [30,]  1.837059e-02 -2.954639e-05 -1.778154e-05  3.122133e-10 -3.447737e-05
## [31,]  1.595887e-02 -2.567774e-05 -1.545332e-05  2.713336e-10 -2.996309e-05
## [32,] -2.121125e-02 -8.128477e-05 -4.891868e-05  8.589233e-10 -9.485052e-05
## [33,] -9.561003e-03 -3.657934e-05 -2.201413e-05  3.865278e-10 -4.268414e-05
## [34,] -8.072337e-03 -3.038102e-05 -1.828393e-05  3.210287e-10 -3.545150e-05
## [35,] -6.677523e-02 -6.780447e-05 -4.080617e-05  7.164712e-10 -7.912085e-05
## [36,] -7.152136e-02 -7.196652e-05 -4.331127e-05  7.604383e-10 -8.397814e-05
## [37,] -9.199131e-02 -9.324121e-05 -5.611462e-05  9.852511e-10 -1.088031e-04
## [38,]  3.348878e-02 -3.574177e-05 -2.150999e-05  3.776806e-10 -4.170663e-05
## [39,]  2.186573e-02 -2.333830e-05 -1.404538e-05  2.466140e-10 -2.723317e-05
## [40,]  1.156224e-02 -1.233217e-05 -7.421700e-06  1.303132e-10 -1.439025e-05
## [41,]  2.632930e-02 -2.698605e-05 -1.624067e-05  2.851590e-10 -3.148972e-05
## [42,]  2.343073e-02 -2.399009e-05 -1.443764e-05  2.535015e-10 -2.799374e-05
## [43,]  2.460212e-03 -2.536211e-06 -1.526342e-06  2.679963e-11 -2.959489e-06
##                [,6]          [,7]          [,8]          [,9]         [,10]
##  [1,] -4.563365e-04  7.339360e-03 -6.377538e-02 -1.593385e-02 -3.460046e-07
##  [2,]  1.349659e-06 -2.925386e-05 -7.545265e-05 -1.874508e-05 -4.042094e-10
##  [3,]  8.121957e-07 -1.760548e-05 -4.540898e-05 -1.128122e-05 -2.432636e-10
##  [4,] -1.426394e-11  3.091225e-10  7.972888e-10  1.980728e-10  4.271095e-15
##  [5,] -1.532296e-01  6.732647e-03 -8.804542e-05 -2.187365e-05 -4.716745e-10
##  [6,]  7.076226e-01  2.695557e-02  6.313330e-06  1.568327e-06  3.381523e-11
##  [7,]  2.695557e-02  1.180776e+00 -1.368685e-04 -3.400305e-05 -7.332274e-10
##  [8,]  6.313330e-06 -1.368685e-04  9.439881e-01 -3.771378e-02  2.242289e-06
##  [9,]  1.568327e-06 -3.400305e-05 -3.771378e-02  1.052258e-01  4.447042e-07
## [10,]  3.381523e-11 -7.332274e-10  2.242289e-06  4.447042e-07  9.411188e-06
## [11,]  3.273186e-06 -7.096697e-05 -1.830455e-04 -4.547565e-05 -9.806333e-10
## [12,]  1.755236e-06 -3.805331e-05 -9.815053e-05 -2.438433e-05 -5.258194e-10
## [13,]  5.569581e-06 -1.207404e-04 -3.114227e-04 -7.736900e-05 -1.668364e-09
## [14,]  3.912676e-06 -8.482640e-05 -2.187919e-04 -5.435626e-05 -1.172129e-09
## [15,]  3.435620e-06 -7.447336e-05 -1.920859e-04 -4.772110e-05 -1.029039e-09
## [16,]  2.099993e-06 -4.552109e-05 -1.174106e-04 -2.916903e-05 -6.289896e-10
## [17,]  2.574178e-06 -5.580516e-05 -1.439371e-04 -3.575936e-05 -7.711059e-10
## [18,] -3.793212e-14  1.734408e-13  2.936844e-13  5.018942e-14  4.698935e-19
## [19,]  1.089157e-05 -2.361584e-04 -6.091284e-04 -1.513318e-04 -3.263320e-09
## [20,]  3.055979e-06 -6.624615e-05 -1.708664e-04 -4.244947e-05 -9.153661e-10
## [21,]  3.897412e-06 -8.450807e-05 -2.179738e-04 -5.415345e-05 -1.167767e-09
## [22,]  6.905959e-06 -1.497212e-04 -3.861746e-04 -9.594051e-05 -2.068845e-09
## [23,]  5.585293e-10 -1.211943e-08 -3.126203e-08 -7.767052e-09 -1.674973e-13
## [24,]  7.759115e-07 -1.682121e-05 -4.338668e-05 -1.077889e-05 -2.324336e-10
## [25,]  6.646652e-06 -1.441104e-04 -3.717054e-04 -9.234622e-05 -1.991349e-09
## [26,]  1.196018e-06 -2.592559e-05 -6.686868e-05 -1.661259e-05 -3.582272e-10
## [27,]  1.262133e-06 -2.735866e-05 -7.056494e-05 -1.753087e-05 -3.780286e-10
## [28,]  8.975515e-07 -1.945458e-05 -5.017802e-05 -1.246598e-05 -2.688103e-10
## [29,]  2.552095e-06 -5.532200e-05 -1.426898e-04 -3.544934e-05 -7.644165e-10
## [30,]  2.472534e-06 -5.359589e-05 -1.382374e-04 -3.434314e-05 -7.405614e-10
## [31,]  2.148784e-06 -4.657832e-05 -1.201373e-04 -2.984645e-05 -6.435968e-10
## [32,]  6.801905e-06 -1.474473e-04 -3.803053e-04 -9.448174e-05 -2.037371e-09
## [33,]  3.060936e-06 -6.635348e-05 -1.711432e-04 -4.251823e-05 -9.168487e-10
## [34,]  2.542080e-06 -5.511013e-05 -1.421446e-04 -3.531407e-05 -7.615045e-10
## [35,]  5.673289e-06 -1.229951e-04 -3.172398e-04 -7.881441e-05 -1.699539e-09
## [36,]  6.020631e-06 -1.305457e-04 -3.367198e-04 -8.365470e-05 -1.803933e-09
## [37,]  7.801384e-06 -1.691367e-04 -4.362535e-04 -1.083821e-04 -2.337136e-09
## [38,]  2.991085e-06 -6.483395e-05 -1.672226e-04 -4.154405e-05 -8.958367e-10
## [39,]  1.953086e-06 -4.233462e-05 -1.091914e-04 -2.712701e-05 -5.849545e-10
## [40,]  1.032040e-06 -2.236998e-05 -5.769760e-05 -1.433413e-05 -3.090943e-10
## [41,]  2.258314e-06 -4.895151e-05 -1.262582e-04 -3.136704e-05 -6.763853e-10
## [42,]  2.007633e-06 -4.351694e-05 -1.122409e-04 -2.788462e-05 -6.012911e-10
## [43,]  2.122215e-07 -4.600592e-06 -1.186618e-05 -2.948000e-06 -6.356981e-11
##               [,11]         [,12]         [,13]         [,14]         [,15]
##  [1,] -1.378498e-02 -7.311878e-03 -2.296313e-02 -2.250442e-02 -1.942423e-02
##  [2,] -3.912241e-05 -2.097794e-05 -6.656162e-05 -4.676290e-05 -4.105572e-05
##  [3,] -2.354477e-05 -1.262498e-05 -4.005811e-05 -2.814292e-05 -2.470807e-05
##  [4,]  4.133925e-10  2.216679e-10  7.033422e-10  4.941302e-10  4.338304e-10
##  [5,] -4.565199e-05 -2.447911e-05 -7.767039e-05 -5.456752e-05 -4.790752e-05
##  [6,]  3.273186e-06  1.755236e-06  5.569581e-06  3.912676e-06  3.435620e-06
##  [7,] -7.096697e-05 -3.805331e-05 -1.207404e-04 -8.482640e-05 -7.447336e-05
##  [8,] -1.830455e-04 -9.815053e-05 -3.114227e-04 -2.187919e-04 -1.920859e-04
##  [9,] -4.547565e-05 -2.438433e-05 -7.736900e-05 -5.435626e-05 -4.772110e-05
## [10,] -9.806333e-10 -5.258194e-10 -1.668364e-09 -1.172129e-09 -1.029039e-09
## [11,]  1.516038e+00  9.233836e-02 -5.104794e-02 -1.134458e-04 -9.959760e-05
## [12,]  9.233836e-02  9.942113e-01 -2.678182e-02 -6.083049e-05 -5.340532e-05
## [13,] -5.104794e-02 -2.678182e-02  1.036842e+00 -1.930094e-04 -1.694510e-04
## [14,] -1.134458e-04 -6.083049e-05 -1.930094e-04  7.410049e-01  3.497747e-01
## [15,] -9.959760e-05 -5.340532e-05 -1.694510e-04  3.497747e-01  9.073880e-01
## [16,] -6.087801e-05 -3.264345e-05 -1.035752e-04  4.437822e-02 -1.904490e-02
## [17,] -7.463258e-05 -4.001864e-05 -1.269756e-04 -8.920742e-05 -7.831882e-05
## [18,]  9.914679e-14  7.341366e-14  2.930709e-13  1.630762e-13  2.278809e-13
## [19,] -3.158416e-04 -1.693557e-04 -5.373469e-04 -3.775188e-04 -3.314336e-04
## [20,] -8.859533e-05 -4.750571e-05 -1.507318e-04 -1.058972e-04 -9.297196e-05
## [21,] -1.130226e-04 -6.060320e-05 -1.922870e-04 -1.350934e-04 -1.186018e-04
## [22,] -2.002354e-04 -1.073677e-04 -3.406676e-04 -2.393384e-04 -2.101239e-04
## [23,] -1.621054e-08 -8.691885e-09 -2.757755e-08 -1.937550e-08 -1.700908e-08
## [24,] -2.249639e-05 -1.206275e-05 -3.827400e-05 -2.688964e-05 -2.360746e-05
## [25,] -1.927339e-04 -1.033450e-04 -3.279029e-04 -2.303713e-04 -2.022498e-04
## [26,] -3.467175e-05 -1.859138e-05 -5.898906e-05 -4.144291e-05 -3.638477e-05
## [27,] -3.658828e-05 -1.961904e-05 -6.224976e-05 -4.373372e-05 -3.839599e-05
## [28,] -2.601745e-05 -1.395089e-05 -4.426524e-05 -3.109858e-05 -2.730313e-05
## [29,] -7.398551e-05 -3.967181e-05 -1.258756e-04 -8.843429e-05 -7.764063e-05
## [30,] -7.167677e-05 -3.843389e-05 -1.219479e-04 -8.567477e-05 -7.521811e-05
## [31,] -6.229183e-05 -3.340157e-05 -1.059807e-04 -7.445700e-05 -6.536945e-05
## [32,] -1.971907e-04 -1.057357e-04 -3.354909e-04 -2.357003e-04 -2.069322e-04
## [33,] -8.873884e-05 -4.758267e-05 -1.509760e-04 -1.060687e-04 -9.312258e-05
## [34,] -7.370323e-05 -3.952029e-05 -1.253943e-04 -8.809652e-05 -7.734341e-05
## [35,] -1.644919e-04 -8.820183e-05 -2.798562e-04 -1.966148e-04 -1.726155e-04
## [36,] -1.745941e-04 -9.361810e-05 -2.970396e-04 -2.086885e-04 -1.832128e-04
## [37,] -2.262021e-04 -1.212912e-04 -3.848450e-04 -2.703758e-04 -2.373724e-04
## [38,] -8.670559e-05 -4.649259e-05 -1.475177e-04 -1.036388e-04 -9.098990e-05
## [39,] -5.661615e-05 -3.035826e-05 -9.632463e-05 -6.767301e-05 -5.941366e-05
## [40,] -2.991641e-05 -1.604155e-05 -5.089873e-05 -3.575896e-05 -3.139469e-05
## [41,] -6.546541e-05 -3.510332e-05 -1.113803e-04 -7.825044e-05 -6.870003e-05
## [42,] -5.819732e-05 -3.120611e-05 -9.901479e-05 -6.956298e-05 -6.107297e-05
## [43,] -6.152704e-06 -3.299138e-06 -1.046788e-05 -7.354262e-06 -6.456621e-06
##               [,16]         [,17]         [,18]         [,19]         [,20]
##  [1,] -1.186922e-02 -4.261499e-02 -2.057346e-08 -1.816783e-01 -3.272124e-03
##  [2,] -2.509490e-05 -3.076420e-05  1.093241e-13 -1.301882e-04 -3.652018e-05
##  [3,] -1.510256e-05 -1.851452e-05  5.666710e-14 -7.835051e-05 -2.197853e-05
##  [4,]  2.651745e-10  3.250781e-10 -1.544273e-18  1.375644e-09  3.859026e-10
##  [5,] -2.928299e-05 -3.589859e-05  1.085715e-13 -1.519172e-04 -4.261510e-05
##  [6,]  2.099993e-06  2.574178e-06 -3.793212e-14  1.089157e-05  3.055979e-06
##  [7,] -4.552109e-05 -5.580516e-05  1.734408e-13 -2.361584e-04 -6.624615e-05
##  [8,] -1.174106e-04 -1.439371e-04  2.936844e-13 -6.091284e-04 -1.708664e-04
##  [9,] -2.916903e-05 -3.575936e-05  5.018942e-14 -1.513318e-04 -4.244947e-05
## [10,] -6.289896e-10 -7.711059e-10  4.698935e-19 -3.263320e-09 -9.153661e-10
## [11,] -6.087801e-05 -7.463258e-05  9.914679e-14 -3.158416e-04 -8.859533e-05
## [12,] -3.264345e-05 -4.001864e-05  7.341366e-14 -1.693557e-04 -4.750571e-05
## [13,] -1.035752e-04 -1.269756e-04  2.930709e-13 -5.373469e-04 -1.507318e-04
## [14,]  4.437822e-02 -8.920742e-05  1.630762e-13 -3.775188e-04 -1.058972e-04
## [15,] -1.904490e-02 -7.831882e-05  2.278809e-13 -3.314336e-04 -9.297196e-05
## [16,]  7.092601e-01 -4.787158e-05  1.402163e-13 -2.025853e-04 -5.682817e-05
## [17,] -4.787158e-05  4.304321e-01  5.824601e-07  9.925683e-02 -6.966698e-05
## [18,]  1.402163e-13  5.824601e-07  9.549332e-06 -1.068258e-07  1.849367e-13
## [19,] -2.025853e-04  9.925683e-02 -1.068258e-07  1.030309e+00 -2.948215e-04
## [20,] -5.682817e-05 -6.966698e-05  1.849367e-13 -2.948215e-04  2.650145e+00
## [21,] -7.249413e-05 -8.887368e-05  6.120770e-14 -3.761130e-04  5.407208e-01
## [22,] -1.284361e-04 -1.574539e-04  2.821489e-13 -6.663328e-04 -1.624493e-03
## [23,] -1.039661e-08 -1.274622e-08 -6.175338e-17 -5.394651e-08 -1.513040e-08
## [24,] -1.442982e-05 -1.768994e-05  3.609213e-14 -7.486219e-05 -2.099956e-05
## [25,] -1.236231e-04 -1.515543e-04  1.828081e-13 -6.413718e-04 -1.799079e-04
## [26,] -2.223982e-05 -2.726424e-05  8.166236e-14 -1.153781e-04 -3.236529e-05
## [27,] -2.346916e-05 -2.877131e-05  8.668529e-14 -1.217557e-04 -3.415433e-05
## [28,] -1.668876e-05 -2.045901e-05  7.150230e-14 -8.657870e-05 -2.428688e-05
## [29,] -4.745705e-05 -5.817863e-05  1.639136e-13 -2.462037e-04 -6.906359e-05
## [30,] -4.597631e-05 -5.636326e-05  1.705347e-13 -2.385205e-04 -6.690865e-05
## [31,] -3.995641e-05 -4.898337e-05  1.465860e-13 -2.072901e-04 -5.814799e-05
## [32,] -1.264852e-04 -1.550611e-04  4.225651e-13 -6.561974e-04 -1.840722e-04
## [33,] -5.692023e-05 -6.977983e-05  1.861906e-13 -2.952990e-04 -8.283527e-05
## [34,] -4.727537e-05 -5.795624e-05  1.212574e-13 -2.452653e-04 -6.879935e-05
## [35,] -1.055095e-04 -1.293473e-04  2.463014e-13 -5.473870e-04 -1.535469e-04
## [36,] -1.119869e-04 -1.372895e-04  9.781418e-14 -5.810084e-04 -1.629741e-04
## [37,] -1.450914e-04 -1.778724e-04  2.968792e-13 -7.527438e-04 -2.111503e-04
## [38,] -5.561666e-05 -6.818141e-05  2.247839e-13 -2.885319e-04 -8.093804e-05
## [39,] -3.631600e-05 -4.452041e-05  1.464117e-13 -1.884027e-04 -5.285010e-05
## [40,] -1.918969e-05 -2.352495e-05  7.944878e-14 -9.955339e-05 -2.792644e-05
## [41,] -4.199220e-05 -5.147901e-05  1.625422e-13 -2.178507e-04 -6.111061e-05
## [42,] -3.733024e-05 -4.576378e-05  1.507249e-13 -1.936644e-04 -5.432610e-05
## [43,] -3.946544e-06 -4.838170e-06  1.164488e-14 -2.047457e-05 -5.743358e-06
##               [,21]         [,22]         [,23]         [,24]         [,25]
##  [1,] -4.862908e-03 -7.930694e-03 -8.536664e-06 -1.136703e-02 -9.788311e-02
##  [2,] -4.658714e-05 -8.253792e-05 -6.680947e-09 -9.273169e-06 -7.944462e-05
##  [3,] -2.803732e-05 -4.967311e-05 -4.020887e-09 -5.580786e-06 -4.781165e-05
##  [4,]  4.922655e-10  8.721542e-10  7.058932e-14  9.798721e-11  8.394615e-10
##  [5,] -5.436280e-05 -9.631334e-05 -7.796292e-09 -1.082083e-05 -9.270409e-05
##  [6,]  3.897412e-06  6.905959e-06  5.585293e-10  7.759115e-07  6.646652e-06
##  [7,] -8.450807e-05 -1.497212e-04 -1.211943e-08 -1.682121e-05 -1.441104e-04
##  [8,] -2.179738e-04 -3.861746e-04 -3.126203e-08 -4.338668e-05 -3.717054e-04
##  [9,] -5.415345e-05 -9.594051e-05 -7.767052e-09 -1.077889e-05 -9.234622e-05
## [10,] -1.167767e-09 -2.068845e-09 -1.674973e-13 -2.324336e-10 -1.991349e-09
## [11,] -1.130226e-04 -2.002354e-04 -1.621054e-08 -2.249639e-05 -1.927339e-04
## [12,] -6.060320e-05 -1.073677e-04 -8.691885e-09 -1.206275e-05 -1.033450e-04
## [13,] -1.922870e-04 -3.406676e-04 -2.757755e-08 -3.827400e-05 -3.279029e-04
## [14,] -1.350934e-04 -2.393384e-04 -1.937550e-08 -2.688964e-05 -2.303713e-04
## [15,] -1.186018e-04 -2.101239e-04 -1.700908e-08 -2.360746e-05 -2.022498e-04
## [16,] -7.249413e-05 -1.284361e-04 -1.039661e-08 -1.442982e-05 -1.236231e-04
## [17,] -8.887368e-05 -1.574539e-04 -1.274622e-08 -1.768994e-05 -1.515543e-04
## [18,]  6.120770e-14  2.821489e-13 -6.175338e-17  3.609213e-14  1.828081e-13
## [19,] -3.761130e-04 -6.663328e-04 -5.394651e-08 -7.486219e-05 -6.413718e-04
## [20,]  5.407208e-01 -1.624493e-03 -1.513040e-08 -2.099956e-05 -1.799079e-04
## [21,]  1.824910e+00 -8.464706e-02 -1.930475e-08 -2.678909e-05 -2.295123e-04
## [22,] -8.464706e-02  1.087604e+00 -3.419845e-08 -4.746105e-05 -4.066126e-04
## [23,] -1.930475e-08 -3.419845e-08  9.925779e-06  2.899239e-06  5.315898e-06
## [24,] -2.678909e-05 -4.746105e-05  2.899239e-06  3.153396e-02  2.514935e-03
## [25,] -2.295123e-04 -4.066126e-04  5.315898e-06  2.514935e-03  8.838017e-01
## [26,] -4.128745e-05 -7.314801e-05 -5.921137e-09 -8.218195e-06 -7.040687e-05
## [27,] -4.356965e-05 -7.719136e-05 -6.248427e-09 -8.672467e-06 -7.429869e-05
## [28,] -3.098172e-05 -5.488992e-05 -4.443028e-09 -6.166904e-06 -5.283281e-05
## [29,] -8.810274e-05 -1.560892e-04 -1.263518e-08 -1.753665e-05 -1.502401e-04
## [30,] -8.535334e-05 -1.512186e-04 -1.224071e-08 -1.698944e-05 -1.455518e-04
## [31,] -7.417769e-05 -1.314189e-04 -1.063801e-08 -1.476494e-05 -1.264941e-04
## [32,] -2.348170e-04 -4.160183e-04 -3.367626e-08 -4.673972e-05 -4.004292e-04
## [33,] -1.056713e-04 -1.872146e-04 -1.515489e-08 -2.103358e-05 -1.801993e-04
## [34,] -8.776706e-05 -1.554931e-04 -1.258760e-08 -1.746964e-05 -1.496671e-04
## [35,] -1.958800e-04 -3.470313e-04 -2.809355e-08 -3.898893e-05 -3.340291e-04
## [36,] -2.079117e-04 -3.683419e-04 -2.982138e-08 -4.138303e-05 -3.545440e-04
## [37,] -2.693661e-04 -4.772218e-04 -3.863366e-08 -5.361578e-05 -4.593425e-04
## [38,] -1.032496e-04 -1.829256e-04 -1.480701e-08 -2.055175e-05 -1.760703e-04
## [39,] -6.741889e-05 -1.194449e-04 -9.668536e-09 -1.341967e-05 -1.149686e-04
## [40,] -3.562464e-05 -6.311565e-05 -5.108898e-09 -7.091065e-06 -6.075031e-05
## [41,] -7.795673e-05 -1.381144e-04 -1.117986e-08 -1.551719e-05 -1.329386e-04
## [42,] -6.930176e-05 -1.227808e-04 -9.938556e-09 -1.379446e-05 -1.181795e-04
## [43,] -7.326729e-06 -1.298050e-05 -1.050783e-09 -1.458360e-06 -1.249412e-05
##               [,26]         [,27]         [,28]         [,29]         [,30]
##  [1,]  1.691446e-02  1.785143e-02  1.273284e-02  1.891458e-02  1.837059e-02
##  [2,] -1.429228e-05 -1.508231e-05 -1.072497e-05 -3.049793e-05 -2.954639e-05
##  [3,] -8.601347e-06 -9.076799e-06 -6.454457e-06 -1.835421e-05 -1.778154e-05
##  [4,]  1.510248e-10  1.593730e-10  1.133302e-10  3.222673e-10  3.122133e-10
##  [5,] -1.667751e-05 -1.759939e-05 -1.251482e-05 -3.558776e-05 -3.447737e-05
##  [6,]  1.196018e-06  1.262133e-06  8.975515e-07  2.552095e-06  2.472534e-06
##  [7,] -2.592559e-05 -2.735866e-05 -1.945458e-05 -5.532200e-05 -5.359589e-05
##  [8,] -6.686868e-05 -7.056494e-05 -5.017802e-05 -1.426898e-04 -1.382374e-04
##  [9,] -1.661259e-05 -1.753087e-05 -1.246598e-05 -3.544934e-05 -3.434314e-05
## [10,] -3.582272e-10 -3.780286e-10 -2.688103e-10 -7.644165e-10 -7.405614e-10
## [11,] -3.467175e-05 -3.658828e-05 -2.601745e-05 -7.398551e-05 -7.167677e-05
## [12,] -1.859138e-05 -1.961904e-05 -1.395089e-05 -3.967181e-05 -3.843389e-05
## [13,] -5.898906e-05 -6.224976e-05 -4.426524e-05 -1.258756e-04 -1.219479e-04
## [14,] -4.144291e-05 -4.373372e-05 -3.109858e-05 -8.843429e-05 -8.567477e-05
## [15,] -3.638477e-05 -3.839599e-05 -2.730313e-05 -7.764063e-05 -7.521811e-05
## [16,] -2.223982e-05 -2.346916e-05 -1.668876e-05 -4.745705e-05 -4.597631e-05
## [17,] -2.726424e-05 -2.877131e-05 -2.045901e-05 -5.817863e-05 -5.636326e-05
## [18,]  8.166236e-14  8.668529e-14  7.150230e-14  1.639136e-13  1.705347e-13
## [19,] -1.153781e-04 -1.217557e-04 -8.657870e-05 -2.462037e-04 -2.385205e-04
## [20,] -3.236529e-05 -3.415433e-05 -2.428688e-05 -6.906359e-05 -6.690865e-05
## [21,] -4.128745e-05 -4.356965e-05 -3.098172e-05 -8.810274e-05 -8.535334e-05
## [22,] -7.314801e-05 -7.719136e-05 -5.488992e-05 -1.560892e-04 -1.512186e-04
## [23,] -5.921137e-09 -6.248427e-09 -4.443028e-09 -1.263518e-08 -1.224071e-08
## [24,] -8.218195e-06 -8.672467e-06 -6.166904e-06 -1.753665e-05 -1.698944e-05
## [25,] -7.040687e-05 -7.429869e-05 -5.283281e-05 -1.502401e-04 -1.455518e-04
## [26,]  2.201467e+00  3.166207e-01 -1.838268e-02 -2.702817e-05 -2.618485e-05
## [27,]  3.166207e-01  7.528148e-01 -1.069143e-01 -2.852219e-05 -2.763225e-05
## [28,] -1.838268e-02 -1.069143e-01  1.398266e+00 -2.028193e-05 -1.964912e-05
## [29,] -2.702817e-05 -2.852219e-05 -2.028193e-05  2.805250e+00  6.343633e-01
## [30,] -2.618485e-05 -2.763225e-05 -1.964912e-05  6.343633e-01  2.663461e+00
## [31,] -2.275634e-05 -2.401423e-05 -1.707637e-05  6.222176e-03  6.532572e-02
## [32,] -7.203700e-05 -7.601895e-05 -5.405651e-05 -1.537182e-04 -1.489218e-04
## [33,] -3.241772e-05 -3.420966e-05 -2.432623e-05 -6.917547e-05 -6.701704e-05
## [34,] -2.692468e-05 -2.841298e-05 -2.020419e-05 -5.745406e-05 -5.566129e-05
## [35,] -6.009066e-05 -6.341225e-05 -4.509178e-05 -1.282264e-04 -1.242252e-04
## [36,] -6.377969e-05 -6.730518e-05 -4.785969e-05 -1.360986e-04 -1.318515e-04
## [37,] -8.263370e-05 -8.720138e-05 -6.200790e-05 -1.763306e-04 -1.708283e-04
## [38,] -3.167532e-05 -3.342622e-05 -2.376921e-05 -6.759119e-05 -6.548229e-05
## [39,] -2.068303e-05 -2.182631e-05 -1.552058e-05 -4.413501e-05 -4.275796e-05
## [40,] -1.092909e-05 -1.153321e-05 -8.201211e-06 -2.332132e-05 -2.259368e-05
## [41,] -2.391578e-05 -2.523777e-05 -1.794643e-05 -5.103333e-05 -4.944103e-05
## [42,] -2.126066e-05 -2.243588e-05 -1.595404e-05 -4.536761e-05 -4.395211e-05
## [43,] -2.247671e-06 -2.371914e-06 -1.686647e-06 -4.796258e-06 -4.646601e-06
##               [,31]         [,32]         [,33]         [,34]         [,35]
##  [1,]  1.595887e-02 -2.121125e-02 -9.561003e-03 -8.072337e-03 -6.677523e-02
##  [2,] -2.567774e-05 -8.128477e-05 -3.657934e-05 -3.038102e-05 -6.780447e-05
##  [3,] -1.545332e-05 -4.891868e-05 -2.201413e-05 -1.828393e-05 -4.080617e-05
##  [4,]  2.713336e-10  8.589233e-10  3.865278e-10  3.210287e-10  7.164712e-10
##  [5,] -2.996309e-05 -9.485052e-05 -4.268414e-05 -3.545150e-05 -7.912085e-05
##  [6,]  2.148784e-06  6.801905e-06  3.060936e-06  2.542080e-06  5.673289e-06
##  [7,] -4.657832e-05 -1.474473e-04 -6.635348e-05 -5.511013e-05 -1.229951e-04
##  [8,] -1.201373e-04 -3.803053e-04 -1.711432e-04 -1.421446e-04 -3.172398e-04
##  [9,] -2.984645e-05 -9.448174e-05 -4.251823e-05 -3.531407e-05 -7.881441e-05
## [10,] -6.435968e-10 -2.037371e-09 -9.168487e-10 -7.615045e-10 -1.699539e-09
## [11,] -6.229183e-05 -1.971907e-04 -8.873884e-05 -7.370323e-05 -1.644919e-04
## [12,] -3.340157e-05 -1.057357e-04 -4.758267e-05 -3.952029e-05 -8.820183e-05
## [13,] -1.059807e-04 -3.354909e-04 -1.509760e-04 -1.253943e-04 -2.798562e-04
## [14,] -7.445700e-05 -2.357003e-04 -1.060687e-04 -8.809652e-05 -1.966148e-04
## [15,] -6.536945e-05 -2.069322e-04 -9.312258e-05 -7.734341e-05 -1.726155e-04
## [16,] -3.995641e-05 -1.264852e-04 -5.692023e-05 -4.727537e-05 -1.055095e-04
## [17,] -4.898337e-05 -1.550611e-04 -6.977983e-05 -5.795624e-05 -1.293473e-04
## [18,]  1.465860e-13  4.225651e-13  1.861906e-13  1.212574e-13  2.463014e-13
## [19,] -2.072901e-04 -6.561974e-04 -2.952990e-04 -2.452653e-04 -5.473870e-04
## [20,] -5.814799e-05 -1.840722e-04 -8.283527e-05 -6.879935e-05 -1.535469e-04
## [21,] -7.417769e-05 -2.348170e-04 -1.056713e-04 -8.776706e-05 -1.958800e-04
## [22,] -1.314189e-04 -4.160183e-04 -1.872146e-04 -1.554931e-04 -3.470313e-04
## [23,] -1.063801e-08 -3.367626e-08 -1.515489e-08 -1.258760e-08 -2.809355e-08
## [24,] -1.476494e-05 -4.673972e-05 -2.103358e-05 -1.746964e-05 -3.898893e-05
## [25,] -1.264941e-04 -4.004292e-04 -1.801993e-04 -1.496671e-04 -3.340291e-04
## [26,] -2.275634e-05 -7.203700e-05 -3.241772e-05 -2.692468e-05 -6.009066e-05
## [27,] -2.401423e-05 -7.601895e-05 -3.420966e-05 -2.841298e-05 -6.341225e-05
## [28,] -1.707637e-05 -5.405651e-05 -2.432623e-05 -2.020419e-05 -4.509178e-05
## [29,]  6.222176e-03 -1.537182e-04 -6.917547e-05 -5.745406e-05 -1.282264e-04
## [30,]  6.532572e-02 -1.489218e-04 -6.701704e-05 -5.566129e-05 -1.242252e-04
## [31,]  5.175365e-01 -1.294228e-04 -5.824219e-05 -4.837331e-05 -1.079598e-04
## [32,] -1.294228e-04  2.059128e+00  2.798096e-01 -9.631768e-02 -3.417565e-04
## [33,] -5.824219e-05  2.798096e-01  9.393618e-01  3.858446e-02 -1.537956e-04
## [34,] -4.837331e-05 -9.631768e-02  3.858446e-02  5.002049e-01 -1.277365e-04
## [35,] -1.079598e-04 -3.417565e-04 -1.537956e-04 -1.277365e-04  1.212125e+00
## [36,] -1.145876e-04 -3.627386e-04 -1.632380e-04 -1.355801e-04  1.458998e-01
## [37,] -1.484610e-04 -4.699670e-04 -2.114923e-04 -1.756574e-04  9.325392e-02
## [38,] -5.690837e-05 -1.801478e-04 -8.106917e-05 -6.733222e-05 -1.502724e-04
## [39,] -3.715945e-05 -1.176311e-04 -5.293573e-05 -4.396592e-05 -9.812333e-05
## [40,] -1.963538e-05 -6.215727e-05 -2.797169e-05 -2.323195e-05 -5.184916e-05
## [41,] -4.296748e-05 -1.360169e-04 -6.120961e-05 -5.083786e-05 -1.134602e-04
## [42,] -3.819724e-05 -1.209163e-04 -5.441412e-05 -4.519380e-05 -1.008637e-04
## [43,] -4.038201e-06 -1.278327e-05 -5.752662e-06 -4.777917e-06 -1.066340e-05
##               [,36]         [,37]         [,38]         [,39]         [,40]
##  [1,] -7.152136e-02 -9.199131e-02  3.348878e-02  2.186573e-02  1.156224e-02
##  [2,] -7.196652e-05 -9.324121e-05 -3.574177e-05 -2.333830e-05 -1.233217e-05
##  [3,] -4.331127e-05 -5.611462e-05 -2.150999e-05 -1.404538e-05 -7.421700e-06
##  [4,]  7.604383e-10  9.852511e-10  3.776806e-10  2.466140e-10  1.303132e-10
##  [5,] -8.397814e-05 -1.088031e-04 -4.170663e-05 -2.723317e-05 -1.439025e-05
##  [6,]  6.020631e-06  7.801384e-06  2.991085e-06  1.953086e-06  1.032040e-06
##  [7,] -1.305457e-04 -1.691367e-04 -6.483395e-05 -4.233462e-05 -2.236998e-05
##  [8,] -3.367198e-04 -4.362535e-04 -1.672226e-04 -1.091914e-04 -5.769760e-05
##  [9,] -8.365470e-05 -1.083821e-04 -4.154405e-05 -2.712701e-05 -1.433413e-05
## [10,] -1.803933e-09 -2.337136e-09 -8.958367e-10 -5.849545e-10 -3.090943e-10
## [11,] -1.745941e-04 -2.262021e-04 -8.670559e-05 -5.661615e-05 -2.991641e-05
## [12,] -9.361810e-05 -1.212912e-04 -4.649259e-05 -3.035826e-05 -1.604155e-05
## [13,] -2.970396e-04 -3.848450e-04 -1.475177e-04 -9.632463e-05 -5.089873e-05
## [14,] -2.086885e-04 -2.703758e-04 -1.036388e-04 -6.767301e-05 -3.575896e-05
## [15,] -1.832128e-04 -2.373724e-04 -9.098990e-05 -5.941366e-05 -3.139469e-05
## [16,] -1.119869e-04 -1.450914e-04 -5.561666e-05 -3.631600e-05 -1.918969e-05
## [17,] -1.372895e-04 -1.778724e-04 -6.818141e-05 -4.452041e-05 -2.352495e-05
## [18,]  9.781418e-14  2.968792e-13  2.247839e-13  1.464117e-13  7.944878e-14
## [19,] -5.810084e-04 -7.527438e-04 -2.885319e-04 -1.884027e-04 -9.955339e-05
## [20,] -1.629741e-04 -2.111503e-04 -8.093804e-05 -5.285010e-05 -2.792644e-05
## [21,] -2.079117e-04 -2.693661e-04 -1.032496e-04 -6.741889e-05 -3.562464e-05
## [22,] -3.683419e-04 -4.772218e-04 -1.829256e-04 -1.194449e-04 -6.311565e-05
## [23,] -2.982138e-08 -3.863366e-08 -1.480701e-08 -9.668536e-09 -5.108898e-09
## [24,] -4.138303e-05 -5.361578e-05 -2.055175e-05 -1.341967e-05 -7.091065e-06
## [25,] -3.545440e-04 -4.593425e-04 -1.760703e-04 -1.149686e-04 -6.075031e-05
## [26,] -6.377969e-05 -8.263370e-05 -3.167532e-05 -2.068303e-05 -1.092909e-05
## [27,] -6.730518e-05 -8.720138e-05 -3.342622e-05 -2.182631e-05 -1.153321e-05
## [28,] -4.785969e-05 -6.200790e-05 -2.376921e-05 -1.552058e-05 -8.201211e-06
## [29,] -1.360986e-04 -1.763306e-04 -6.759119e-05 -4.413501e-05 -2.332132e-05
## [30,] -1.318515e-04 -1.708283e-04 -6.548229e-05 -4.275796e-05 -2.259368e-05
## [31,] -1.145876e-04 -1.484610e-04 -5.690837e-05 -3.715945e-05 -1.963538e-05
## [32,] -3.627386e-04 -4.699670e-04 -1.801478e-04 -1.176311e-04 -6.215727e-05
## [33,] -1.632380e-04 -2.114923e-04 -8.106917e-05 -5.293573e-05 -2.797169e-05
## [34,] -1.355801e-04 -1.756574e-04 -6.733222e-05 -4.396592e-05 -2.323195e-05
## [35,]  1.458998e-01  9.325392e-02 -1.502724e-04 -9.812333e-05 -5.184916e-05
## [36,]  3.368322e-01 -2.062817e-01 -1.594971e-04 -1.041468e-04 -5.503196e-05
## [37,] -2.062817e-01  1.035197e+00 -2.066469e-04 -1.349342e-04 -7.130033e-05
## [38,] -1.594971e-04 -2.066469e-04  4.628679e+00  9.353308e-01 -1.893240e-02
## [39,] -1.041468e-04 -1.349342e-04  9.353308e-01  2.457433e+00  8.321505e-03
## [40,] -5.503196e-05 -7.130033e-05 -1.893240e-02  8.321505e-03  1.058677e+00
## [41,] -1.204254e-04 -1.560248e-04 -5.980791e-05 -3.905276e-05 -2.063582e-05
## [42,] -1.070554e-04 -1.387027e-04 -5.316808e-05 -3.471715e-05 -1.834485e-05
## [43,] -1.131812e-05 -1.466380e-05 -5.620896e-06 -3.670276e-06 -1.939404e-06
##               [,41]         [,42]         [,43]
##  [1,]  2.632930e-02  2.343073e-02  2.460212e-03
##  [2,] -2.698605e-05 -2.399009e-05 -2.536211e-06
##  [3,] -1.624067e-05 -1.443764e-05 -1.526342e-06
##  [4,]  2.851590e-10  2.535015e-10  2.679963e-11
##  [5,] -3.148972e-05 -2.799374e-05 -2.959489e-06
##  [6,]  2.258314e-06  2.007633e-06  2.122215e-07
##  [7,] -4.895151e-05 -4.351694e-05 -4.600592e-06
##  [8,] -1.262582e-04 -1.122409e-04 -1.186618e-05
##  [9,] -3.136704e-05 -2.788462e-05 -2.948000e-06
## [10,] -6.763853e-10 -6.012911e-10 -6.356981e-11
## [11,] -6.546541e-05 -5.819732e-05 -6.152704e-06
## [12,] -3.510332e-05 -3.120611e-05 -3.299138e-06
## [13,] -1.113803e-04 -9.901479e-05 -1.046788e-05
## [14,] -7.825044e-05 -6.956298e-05 -7.354262e-06
## [15,] -6.870003e-05 -6.107297e-05 -6.456621e-06
## [16,] -4.199220e-05 -3.733024e-05 -3.946544e-06
## [17,] -5.147901e-05 -4.576378e-05 -4.838170e-06
## [18,]  1.625422e-13  1.507249e-13  1.164488e-14
## [19,] -2.178507e-04 -1.936644e-04 -2.047457e-05
## [20,] -6.111061e-05 -5.432610e-05 -5.743358e-06
## [21,] -7.795673e-05 -6.930176e-05 -7.326729e-06
## [22,] -1.381144e-04 -1.227808e-04 -1.298050e-05
## [23,] -1.117986e-08 -9.938556e-09 -1.050783e-09
## [24,] -1.551719e-05 -1.379446e-05 -1.458360e-06
## [25,] -1.329386e-04 -1.181795e-04 -1.249412e-05
## [26,] -2.391578e-05 -2.126066e-05 -2.247671e-06
## [27,] -2.523777e-05 -2.243588e-05 -2.371914e-06
## [28,] -1.794643e-05 -1.595404e-05 -1.686647e-06
## [29,] -5.103333e-05 -4.536761e-05 -4.796258e-06
## [30,] -4.944103e-05 -4.395211e-05 -4.646601e-06
## [31,] -4.296748e-05 -3.819724e-05 -4.038201e-06
## [32,] -1.360169e-04 -1.209163e-04 -1.278327e-05
## [33,] -6.120961e-05 -5.441412e-05 -5.752662e-06
## [34,] -5.083786e-05 -4.519380e-05 -4.777917e-06
## [35,] -1.134602e-04 -1.008637e-04 -1.066340e-05
## [36,] -1.204254e-04 -1.070554e-04 -1.131812e-05
## [37,] -1.560248e-04 -1.387027e-04 -1.466380e-05
## [38,] -5.980791e-05 -5.316808e-05 -5.620896e-06
## [39,] -3.905276e-05 -3.471715e-05 -3.670276e-06
## [40,] -2.063582e-05 -1.834485e-05 -1.939404e-06
## [41,]  3.958540e+00  4.646732e-01  8.670378e-02
## [42,]  4.646732e-01  3.176664e+00 -1.430308e-01
## [43,]  8.670378e-02 -1.430308e-01  5.222094e-01
## 
## Model rank =  897 / 897 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                 k'   edf k-index p-value    
## s(bb.sp)                     14.00 12.73      NA      NA    
## te(yday,elev.mean):bb.spbss  63.00 22.82    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 13.01    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.00  4.59    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 10.78    0.79  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.00 13.33    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00  3.88    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00 17.80    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00  2.39    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 15.28    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 22.62    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 11.94    0.79  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00  9.09    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 30.93    0.79  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 24.14    0.79  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#bb_abund.2011.sum <- summary(bb_abund.2011)
#print(plot(bb_abund.2011, allTerms = TRUE), pages = 1)
#bb_abund.2011.ck <- check2D(bb_abund.2011, x1 = "yday", x2 = "elev.mean") # See if there is any spatiotemporal pattern to the residuals

### 2012
bb_abund.2012 <- bam(bb.abund ~ 
                       s(bb.sp, bs = "re") + 
                       te(yday, elev.mean, 
                          by = bb.sp,
                          bs= c("gp", "cr"), 
                          k=c(8, 8), 
                          m=2),
                     data = filter(bb_abund_sp, year == 2012 & bb.annual.abund >= 5),
                     discrete = TRUE,
                     family = "tw",
                     select = TRUE,
                     method = "fREML") %>% getViz(nsim = 500)


check.gamViz(bb_abund.2012)

## 
## Method: fREML   Optimizer: perf chol
## $grad
##  [1]  1.361954e-06 -1.373878e-07 -2.048472e-07  4.766672e-08 -1.956592e-05
##  [6]  3.252368e-08  2.001501e-07  2.053307e-07  1.893044e-07  1.082347e-08
## [11]  3.383877e-05  2.301466e-05  1.290894e-05  2.794515e-07  1.473649e-07
## [16]  1.454717e-07  2.248491e-06  1.669451e-06  7.108046e-07  3.806337e-07
## [21]  1.209942e-07  1.163446e-07  1.173547e-05  5.834812e-06 -6.877006e-06
## [26]  5.503133e-08  1.657291e-08  7.580689e-08  7.984470e-08  1.411479e-07
## [31]  2.419168e-08  1.111951e-07  4.842851e-08  9.137303e-08  1.229538e-06
## [36]  7.053672e-07  6.635295e-07  1.599344e-07  1.585568e-07  2.266049e-08
## [41]  6.605031e-08  1.070396e-07  1.935527e-08
## 
## $hess
##                [,1]          [,2]          [,3]          [,4]          [,5]
##  [1,]  5.944571e+00  5.180338e-02  9.882875e-03 -4.121063e-03  9.089015e-07
##  [2,]  5.180338e-02  2.288247e+00  6.381342e-01  1.602466e-01  5.245895e-09
##  [3,]  9.882875e-03  6.381342e-01  4.303779e+00  6.852526e-03  1.028234e-09
##  [4,] -4.121063e-03  1.602466e-01  6.852526e-03  9.270390e-01 -2.781628e-10
##  [5,]  9.089015e-07  5.245895e-09  1.028234e-09 -2.781628e-10  1.952560e-05
##  [6,] -4.324929e-02 -1.901425e-04 -3.730604e-05  9.896059e-06 -2.362229e-06
##  [7,] -1.626206e-01 -7.202354e-04 -1.413062e-04  3.750673e-05  5.476501e-06
##  [8,] -6.115574e-04  6.517909e-07  1.259019e-07 -4.396316e-08 -8.762019e-12
##  [9,]  1.988312e-02 -2.141656e-04 -4.201712e-05  1.115779e-05  2.249795e-09
## [10,]  1.425687e-02 -1.566737e-04 -3.073882e-05  8.157282e-06  1.644843e-09
## [11,] -9.829790e-02 -6.401103e-04 -1.255903e-04  3.331290e-05  6.717401e-09
## [12,] -1.158368e-01 -7.560858e-04 -1.483438e-04  3.935346e-05  7.935402e-09
## [13,] -2.924591e-06 -1.840276e-08 -3.610992e-09  9.559382e-10  1.927791e-13
## [14,] -1.635164e-02 -1.939919e-04 -3.805927e-05  1.010663e-05  2.037848e-09
## [15,] -3.829573e-03 -4.418620e-05 -8.669268e-06  2.300111e-06  4.638017e-10
## [16,] -3.127519e-02 -3.585914e-04 -7.035582e-05  1.866289e-05  3.763281e-09
## [17,] -1.528726e-01 -8.503669e-04 -1.668407e-04  4.426597e-05  8.925929e-09
## [18,] -1.152589e-02 -5.829297e-05 -1.144071e-05  3.015595e-06  6.082674e-10
## [19,] -6.885182e-02 -3.420029e-04 -6.712664e-05  1.767024e-05  3.564444e-09
## [20,] -9.167620e-03 -1.098819e-04 -2.156298e-05  5.698033e-06  1.149194e-09
## [21,] -3.163891e-03 -3.910836e-05 -7.674184e-06  2.029800e-06  4.093566e-10
## [22,] -1.424117e-02 -2.004115e-04 -3.931944e-05  1.043757e-05  2.104612e-09
## [23,] -1.480430e-01 -7.593595e-04 -1.489830e-04  3.953978e-05  7.972810e-09
## [24,] -3.824086e-02 -1.929420e-04 -3.785660e-05  1.003513e-05  2.023602e-09
## [25,]  8.556952e-07  5.737611e-09  1.124754e-09 -3.035247e-10 -6.115393e-14
## [26,] -3.733497e-02  2.065827e-04  4.052431e-05 -1.078874e-05 -2.175116e-09
## [27,]  2.276748e-02 -1.315673e-04 -2.581251e-05  6.852765e-06  1.381772e-09
## [28,]  7.499730e-02 -4.310146e-04 -8.456037e-05  2.245712e-05  4.528113e-09
## [29,] -1.613454e-02  9.006392e-05  1.766603e-05 -4.710469e-06 -9.496065e-10
## [30,]  3.204303e-02 -1.902140e-04 -3.731773e-05  9.911603e-06  1.998504e-09
## [31,]  1.468618e-02 -9.198231e-05 -1.804873e-05  4.778317e-06  9.636156e-10
## [32,]  2.961513e-02 -3.165467e-04 -6.210514e-05  1.648219e-05  3.323476e-09
## [33,]  2.117168e-02 -2.232155e-04 -4.379291e-05  1.162778e-05  2.344577e-09
## [34,] -6.465028e-03  5.568592e-05  1.092085e-05 -2.922271e-06 -5.890146e-10
## [35,] -5.151206e-02 -2.447322e-04 -4.803411e-05  1.264818e-05  2.551356e-09
## [36,] -4.216952e-02 -2.203700e-04 -4.323754e-05  1.146487e-05  2.311880e-09
## [37,] -1.641749e-01 -8.484695e-04 -1.664798e-04  4.410950e-05  8.894969e-09
## [38,] -1.079299e-02  7.072273e-05  1.387311e-05 -3.694600e-06 -7.448562e-10
## [39,]  1.879519e-02 -1.292327e-04 -2.535386e-05  6.734379e-06  1.357868e-09
## [40,]  1.320884e-02 -9.517681e-05 -1.867478e-05  4.948216e-06  9.978376e-10
## [41,]  3.778527e-03 -1.942469e-05 -3.811799e-06  1.007582e-06  2.032086e-10
## [42,]  1.895859e-02 -9.115696e-05 -1.788378e-05  4.750658e-06  9.578814e-10
## [43,]  1.661573e-02 -8.118538e-05 -1.592845e-05  4.226111e-06  8.521662e-10
##                [,6]          [,7]          [,8]          [,9]         [,10]
##  [1,] -4.324929e-02 -1.626206e-01 -6.115574e-04  1.988312e-02  1.425687e-02
##  [2,] -1.901425e-04 -7.202354e-04  6.517909e-07 -2.141656e-04 -1.566737e-04
##  [3,] -3.730604e-05 -1.413062e-04  1.259019e-07 -4.201712e-05 -3.073882e-05
##  [4,]  9.896059e-06  3.750673e-05 -4.396316e-08  1.115779e-05  8.157282e-06
##  [5,] -2.362229e-06  5.476501e-06 -8.762019e-12  2.249795e-09  1.644843e-09
##  [6,]  6.797758e-01  5.654890e-02  2.453252e-07 -8.152172e-05 -5.963898e-05
##  [7,]  5.654890e-02  1.178243e+00  9.376902e-07 -3.087967e-04 -2.259025e-04
##  [8,]  2.453252e-07  9.376902e-07  2.731897e+00  1.113315e+00  2.412318e-02
##  [9,] -8.152172e-05 -3.087967e-04  1.113315e+00  2.746074e+00  2.932864e-01
## [10,] -5.963898e-05 -2.259025e-04  2.412318e-02  2.932864e-01  4.474439e-01
## [11,] -2.436668e-04 -9.229566e-04  8.251241e-07 -2.744407e-04 -2.007735e-04
## [12,] -2.878131e-04 -1.090177e-03  9.765238e-07 -3.241647e-04 -2.371492e-04
## [13,] -7.005759e-09 -2.653478e-08  2.302863e-11 -7.889761e-09 -5.772300e-09
## [14,] -7.384267e-05 -2.797090e-04  2.542624e-07 -8.317344e-05 -6.084526e-05
## [15,] -1.681993e-05 -6.371069e-05  5.717235e-08 -1.894445e-05 -1.385914e-05
## [16,] -1.365025e-04 -5.170424e-04  4.625935e-07 -1.537425e-04 -1.124737e-04
## [17,] -3.237008e-04 -1.226117e-03  1.100345e-06 -3.645875e-04 -2.667202e-04
## [18,] -2.219505e-05 -8.405475e-05  6.811293e-08 -2.499015e-05 -1.828580e-05
## [19,] -1.302238e-04 -4.931511e-04  3.910182e-07 -1.466135e-04 -1.072846e-04
## [20,] -4.183375e-05 -1.584399e-04  1.336903e-07 -4.710807e-05 -3.446716e-05
## [21,] -1.488866e-05 -5.639038e-05  4.827974e-08 -1.676659e-05 -1.226711e-05
## [22,] -7.628727e-05 -2.889660e-04  2.613117e-07 -8.592539e-05 -6.285915e-05
## [23,] -2.890548e-04 -1.094894e-03  9.869329e-07 -3.255703e-04 -2.381743e-04
## [24,] -7.344769e-05 -2.781987e-04  2.463641e-07 -8.272110e-05 -6.051776e-05
## [25,]  2.182733e-09  8.271862e-09 -9.307306e-12  2.460584e-09  1.799097e-09
## [26,]  7.862808e-05  2.978577e-04 -2.809101e-07  8.857512e-05  6.479153e-05
## [27,] -5.008130e-05 -1.897018e-04  1.718005e-07 -5.640885e-05 -4.126605e-05
## [28,] -1.640644e-04 -6.214621e-04  5.657089e-07 -1.847965e-04 -1.351869e-04
## [29,]  3.427759e-05  1.298557e-04 -1.251462e-07  3.861702e-05  2.824644e-05
## [30,] -7.240411e-05 -2.742614e-04  2.500061e-07 -8.155390e-05 -5.966013e-05
## [31,] -3.501673e-05 -1.326285e-04  1.152053e-07 -3.943534e-05 -2.885160e-05
## [32,] -1.204955e-04 -4.564178e-04  4.112706e-07 -1.357172e-04 -9.928540e-05
## [33,] -8.496695e-05 -3.218456e-04  2.920409e-07 -9.570279e-05 -7.001134e-05
## [34,]  2.119088e-05  8.028684e-05 -8.118731e-08  2.387793e-05  1.746353e-05
## [35,] -9.318517e-05 -3.528908e-04  2.812116e-07 -1.049149e-04 -7.677086e-05
## [36,] -8.388788e-05 -3.177459e-04  2.826218e-07 -9.448087e-05 -6.912043e-05
## [37,] -3.229946e-04 -1.223394e-03  1.075499e-06 -3.637665e-04 -2.661313e-04
## [38,]  2.691769e-05  1.019701e-04 -9.660317e-08  3.032347e-05  2.218099e-05
## [39,] -4.919178e-05 -1.863351e-04  1.699971e-07 -5.540836e-05 -4.053349e-05
## [40,] -3.623175e-05 -1.372338e-04  1.207392e-07 -4.080543e-05 -2.985318e-05
## [41,] -7.395197e-06 -2.800859e-05  2.374837e-08 -8.327701e-06 -6.092999e-06
## [42,] -3.469831e-05 -1.314352e-04  1.200760e-07 -3.908348e-05 -2.859108e-05
## [43,] -3.090405e-05 -1.170586e-04  1.050486e-07 -3.480753e-05 -2.546405e-05
##               [,11]         [,12]         [,13]         [,14]         [,15]
##  [1,] -9.829790e-02 -1.158368e-01 -2.924591e-06 -1.635164e-02 -3.829573e-03
##  [2,] -6.401103e-04 -7.560858e-04 -1.840276e-08 -1.939919e-04 -4.418620e-05
##  [3,] -1.255903e-04 -1.483438e-04 -3.610992e-09 -3.805927e-05 -8.669268e-06
##  [4,]  3.331290e-05  3.935346e-05  9.559382e-10  1.010663e-05  2.300111e-06
##  [5,]  6.717401e-09  7.935402e-09  1.927791e-13  2.037848e-09  4.638017e-10
##  [6,] -2.436668e-04 -2.878131e-04 -7.005759e-09 -7.384267e-05 -1.681993e-05
##  [7,] -9.229566e-04 -1.090177e-03 -2.653478e-08 -2.797090e-04 -6.371069e-05
##  [8,]  8.251241e-07  9.765238e-07  2.302863e-11  2.542624e-07  5.717235e-08
##  [9,] -2.744407e-04 -3.241647e-04 -7.889761e-09 -8.317344e-05 -1.894445e-05
## [10,] -2.007735e-04 -2.371492e-04 -5.772300e-09 -6.084526e-05 -1.385914e-05
## [11,]  1.628947e+00  4.014086e-01  2.373034e-05 -2.485894e-04 -5.662400e-05
## [12,]  4.014086e-01  1.101642e+00  4.633186e-05 -2.936295e-04 -6.688292e-05
## [13,]  2.373034e-05  4.633186e-05 -1.290460e-05 -7.146583e-09 -1.627990e-09
## [14,] -2.485894e-04 -2.936295e-04 -7.146583e-09  6.141456e-01  1.786118e-02
## [15,] -5.662400e-05 -6.688292e-05 -1.627990e-09  1.786118e-02  1.286364e-01
## [16,] -4.595335e-04 -5.427894e-04 -1.321224e-08  9.364321e-02  4.806274e-02
## [17,] -1.089733e-03 -1.287167e-03 -3.133078e-08 -3.302446e-04 -7.522272e-05
## [18,] -7.472066e-05 -8.825470e-05 -2.149589e-09 -2.263626e-05 -5.157456e-06
## [19,] -4.384060e-04 -5.178096e-04 -1.261374e-08 -1.328037e-04 -3.025969e-05
## [20,] -1.408342e-04 -1.663459e-04 -4.050621e-09 -4.267076e-05 -9.721116e-06
## [21,] -5.012287e-05 -5.920281e-05 -1.441491e-09 -1.518727e-05 -3.459781e-06
## [22,] -2.568194e-04 -3.033500e-04 -7.383426e-09 -7.783149e-05 -1.772798e-05
## [23,] -9.730973e-04 -1.149402e-03 -2.797662e-08 -2.949027e-04 -6.717175e-05
## [24,] -2.472610e-04 -2.920572e-04 -7.109556e-09 -7.492911e-05 -1.706789e-05
## [25,]  7.347766e-09  8.679929e-09  2.109188e-13  2.228782e-09  5.073098e-10
## [26,]  2.646974e-04  3.126610e-04  7.607855e-09  8.023149e-05  1.827243e-05
## [27,] -1.685975e-04 -1.991442e-04 -4.847048e-09 -5.109532e-05 -1.163813e-05
## [28,] -5.523183e-04 -6.523893e-04 -1.587821e-08 -1.673892e-04 -3.812618e-05
## [29,]  1.153932e-04  1.363040e-04  3.316121e-09  3.497933e-05  7.965905e-06
## [30,] -2.437464e-04 -2.879094e-04 -7.007230e-09 -7.387176e-05 -1.682568e-05
## [31,] -1.178840e-04 -1.392399e-04 -3.389947e-09 -3.572072e-05 -8.137150e-06
## [32,] -4.056458e-04 -4.791400e-04 -1.166237e-08 -1.229331e-04 -2.800124e-05
## [33,] -2.860391e-04 -3.378642e-04 -8.223301e-09 -8.668788e-05 -1.974505e-05
## [34,]  7.133695e-05  8.426599e-05  2.049371e-09  2.162860e-05  4.924792e-06
## [35,] -3.137132e-04 -3.705332e-04 -9.025850e-09 -9.503273e-05 -2.165321e-05
## [36,] -2.824076e-04 -3.335719e-04 -8.119914e-09 -8.558114e-05 -1.949405e-05
## [37,] -1.087360e-03 -1.284353e-03 -3.126654e-08 -3.295012e-04 -7.505766e-05
## [38,]  9.061693e-05  1.070371e-04  2.604408e-09  2.746704e-05  6.255438e-06
## [39,] -1.656027e-04 -1.956074e-04 -4.760727e-09 -5.018905e-05 -1.143147e-05
## [40,] -1.219740e-04 -1.440717e-04 -3.507290e-09 -3.696173e-05 -8.419559e-06
## [41,] -2.489607e-05 -2.940597e-05 -7.160310e-10 -7.543279e-06 -1.718463e-06
## [42,] -1.168108e-04 -1.379752e-04 -3.358035e-09 -3.540192e-05 -8.063402e-06
## [43,] -1.040379e-04 -1.228871e-04 -2.991181e-09 -3.152879e-05 -7.181589e-06
##               [,16]         [,17]         [,18]         [,19]         [,20]
##  [1,] -3.127519e-02 -1.528726e-01 -1.152589e-02 -6.885182e-02 -9.167620e-03
##  [2,] -3.585914e-04 -8.503669e-04 -5.829297e-05 -3.420029e-04 -1.098819e-04
##  [3,] -7.035582e-05 -1.668407e-04 -1.144071e-05 -6.712664e-05 -2.156298e-05
##  [4,]  1.866289e-05  4.426597e-05  3.015595e-06  1.767024e-05  5.698033e-06
##  [5,]  3.763281e-09  8.925929e-09  6.082674e-10  3.564444e-09  1.149194e-09
##  [6,] -1.365025e-04 -3.237008e-04 -2.219505e-05 -1.302238e-04 -4.183375e-05
##  [7,] -5.170424e-04 -1.226117e-03 -8.405475e-05 -4.931511e-04 -1.584399e-04
##  [8,]  4.625935e-07  1.100345e-06  6.811293e-08  3.910182e-07  1.336903e-07
##  [9,] -1.537425e-04 -3.645875e-04 -2.499015e-05 -1.466135e-04 -4.710807e-05
## [10,] -1.124737e-04 -2.667202e-04 -1.828580e-05 -1.072846e-04 -3.446716e-05
## [11,] -4.595335e-04 -1.089733e-03 -7.472066e-05 -4.384060e-04 -1.408342e-04
## [12,] -5.427894e-04 -1.287167e-03 -8.825470e-05 -5.178096e-04 -1.663459e-04
## [13,] -1.321224e-08 -3.133078e-08 -2.149589e-09 -1.261374e-08 -4.050621e-09
## [14,]  9.364321e-02 -3.302446e-04 -2.263626e-05 -1.328037e-04 -4.267076e-05
## [15,]  4.806274e-02 -7.522272e-05 -5.157456e-06 -3.025969e-05 -9.721116e-06
## [16,]  2.246312e-01 -6.104704e-04 -4.185797e-05 -2.455911e-04 -7.889480e-05
## [17,] -6.104704e-04  2.033819e+00  2.709680e-01  8.066151e-02 -1.870835e-04
## [18,] -4.185797e-05  2.709680e-01  6.335756e-01  3.079783e-02 -1.284288e-05
## [19,] -2.455911e-04  8.066151e-02  3.079783e-02  5.724274e-01 -7.537019e-05
## [20,] -7.889480e-05 -1.870835e-04 -1.284288e-05 -7.537019e-05  2.047057e-01
## [21,] -2.807871e-05 -6.658373e-05 -4.569517e-06 -2.681529e-05  3.613667e-02
## [22,] -1.438708e-04 -3.411764e-04 -2.338814e-05 -1.372179e-04  3.246029e-02
## [23,] -5.451312e-04 -1.292726e-03 -8.862418e-05 -5.199638e-04 -1.670508e-04
## [24,] -1.385157e-04 -3.284728e-04 -2.252709e-05 -1.321776e-04 -4.245608e-05
## [25,]  4.116404e-09  9.763245e-09  6.658470e-10  3.902475e-09  1.257599e-09
## [26,]  1.482852e-04  3.516546e-04  2.408469e-05  1.412789e-04  4.541497e-05
## [27,] -9.444877e-05 -2.239768e-04 -1.535345e-05 -9.007793e-05 -2.894135e-05
## [28,] -3.094104e-04 -7.337415e-04 -5.029204e-05 -2.950544e-04 -9.480471e-05
## [29,]  6.464428e-05  1.533046e-04  1.049473e-05  6.155536e-05  1.979290e-05
## [30,] -1.365475e-04 -3.238116e-04 -2.219400e-05 -1.302075e-04 -4.183803e-05
## [31,] -6.603845e-05 -1.566000e-04 -1.074406e-05 -6.304569e-05 -2.024592e-05
## [32,] -2.272436e-04 -5.388861e-04 -3.694418e-05 -2.167542e-04 -6.963715e-05
## [33,] -1.602399e-04 -3.799950e-04 -2.604733e-05 -1.528171e-04 -4.910014e-05
## [34,]  3.996392e-05  9.477814e-05  6.481028e-06  3.800512e-05  1.222832e-05
## [35,] -1.757394e-04 -4.167172e-04 -2.863788e-05 -1.681019e-04 -5.393028e-05
## [36,] -1.582050e-04 -3.751645e-04 -2.572694e-05 -1.509500e-04 -4.848842e-05
## [37,] -6.091389e-04 -1.444490e-03 -9.907986e-05 -5.813682e-04 -1.867219e-04
## [38,]  5.076423e-05  1.203865e-04  8.244403e-06  4.836008e-05  1.554654e-05
## [39,] -9.277119e-05 -2.199996e-04 -1.507848e-05 -8.846191e-05 -2.842471e-05
## [40,] -6.832985e-05 -1.620350e-04 -1.111406e-05 -6.521345e-05 -2.094523e-05
## [41,] -1.394670e-05 -3.307194e-05 -2.270102e-06 -1.332215e-05 -4.276951e-06
## [42,] -6.543783e-05 -1.551808e-04 -1.063558e-05 -6.239607e-05 -2.004954e-05
## [43,] -5.828223e-05 -1.382102e-04 -9.476030e-06 -5.559751e-05 -1.786106e-05
##               [,21]         [,22]         [,23]         [,24]         [,25]
##  [1,] -3.163891e-03 -1.424117e-02 -1.480430e-01 -3.824086e-02  8.556952e-07
##  [2,] -3.910836e-05 -2.004115e-04 -7.593595e-04 -1.929420e-04  5.737611e-09
##  [3,] -7.674184e-06 -3.931944e-05 -1.489830e-04 -3.785660e-05  1.124754e-09
##  [4,]  2.029800e-06  1.043757e-05  3.953978e-05  1.003513e-05 -3.035247e-10
##  [5,]  4.093566e-10  2.104612e-09  7.972810e-09  2.023602e-09 -6.115393e-14
##  [6,] -1.488866e-05 -7.628727e-05 -2.890548e-04 -7.344769e-05  2.182733e-09
##  [7,] -5.639038e-05 -2.889660e-04 -1.094894e-03 -2.781987e-04  8.271862e-09
##  [8,]  4.827974e-08  2.613117e-07  9.869329e-07  2.463641e-07 -9.307306e-12
##  [9,] -1.676659e-05 -8.592539e-05 -3.255703e-04 -8.272110e-05  2.460584e-09
## [10,] -1.226711e-05 -6.285915e-05 -2.381743e-04 -6.051776e-05  1.799097e-09
## [11,] -5.012287e-05 -2.568194e-04 -9.730973e-04 -2.472610e-04  7.347766e-09
## [12,] -5.920281e-05 -3.033500e-04 -1.149402e-03 -2.920572e-04  8.679929e-09
## [13,] -1.441491e-09 -7.383426e-09 -2.797662e-08 -7.109556e-09  2.109188e-13
## [14,] -1.518727e-05 -7.783149e-05 -2.949027e-04 -7.492911e-05  2.228782e-09
## [15,] -3.459781e-06 -1.772798e-05 -6.717175e-05 -1.706789e-05  5.073098e-10
## [16,] -2.807871e-05 -1.438708e-04 -5.451312e-04 -1.385157e-04  4.116404e-09
## [17,] -6.658373e-05 -3.411764e-04 -1.292726e-03 -3.284728e-04  9.763245e-09
## [18,] -4.569517e-06 -2.338814e-05 -8.862418e-05 -2.252709e-05  6.658470e-10
## [19,] -2.681529e-05 -1.372179e-04 -5.199638e-04 -1.321776e-04  3.902475e-09
## [20,]  3.613667e-02  3.246029e-02 -1.670508e-04 -4.245608e-05  1.257599e-09
## [21,]  8.279547e-02 -3.873790e-02 -5.945478e-05 -1.510969e-05  4.479224e-10
## [22,] -3.873790e-02  1.083271e+00 -3.046631e-04 -7.741058e-05  2.301898e-09
## [23,] -5.945478e-05 -3.046631e-04  9.109562e-01  1.430930e-01  2.075026e-05
## [24,] -1.510969e-05 -7.741058e-05  1.430930e-01  3.803552e-01  5.962179e-06
## [25,]  4.479224e-10  2.301898e-09  2.075026e-05  5.962179e-06  6.879120e-06
## [26,]  1.616580e-05  8.288255e-05  3.140328e-04  7.977821e-05 -2.378191e-09
## [27,] -1.030061e-05 -5.278614e-05 -2.000066e-04 -5.081857e-05  1.511281e-09
## [28,] -3.374279e-05 -1.729274e-04 -6.552193e-04 -1.664777e-04  4.952315e-09
## [29,]  7.045914e-06  3.613420e-05  1.369063e-04  3.477721e-05 -1.038075e-09
## [30,] -1.489101e-05 -7.631572e-05 -2.891589e-04 -7.346892e-05  2.185703e-09
## [31,] -7.204915e-06 -3.690449e-05 -1.398351e-04 -3.553548e-05  1.054281e-09
## [32,] -2.478442e-05 -1.270019e-04 -4.812118e-04 -1.222708e-04  3.635123e-09
## [33,] -1.747550e-05 -8.955632e-05 -3.393284e-04 -8.621741e-05  2.564287e-09
## [34,]  4.353745e-06  2.234134e-05  8.464440e-05  2.149723e-05 -6.436196e-10
## [35,] -1.918763e-05 -9.819098e-05 -3.720769e-04 -9.458238e-05  2.793211e-09
## [36,] -1.725676e-05 -8.841495e-05 -3.350084e-04 -8.512623e-05  2.528930e-09
## [37,] -6.645100e-05 -3.404163e-04 -1.289864e-03 -3.277710e-04  9.730972e-09
## [38,]  5.533988e-06  2.837448e-05  1.075074e-04  2.731114e-05 -8.143674e-10
## [39,] -1.011696e-05 -5.184945e-05 -1.964565e-04 -4.991513e-05  1.485049e-09
## [40,] -7.454055e-06 -3.818609e-05 -1.446900e-04 -3.676748e-05  1.091614e-09
## [41,] -1.521934e-06 -7.793465e-06 -2.953075e-05 -7.505135e-06  2.223695e-10
## [42,] -7.136088e-06 -3.657306e-05 -1.385744e-04 -3.520843e-05  1.047587e-09
## [43,] -6.356817e-06 -3.257246e-05 -1.234178e-04 -3.135963e-05  9.321057e-10
##               [,26]         [,27]         [,28]         [,29]         [,30]
##  [1,] -3.733497e-02  2.276748e-02  7.499730e-02 -1.613454e-02  3.204303e-02
##  [2,]  2.065827e-04 -1.315673e-04 -4.310146e-04  9.006392e-05 -1.902140e-04
##  [3,]  4.052431e-05 -2.581251e-05 -8.456037e-05  1.766603e-05 -3.731773e-05
##  [4,] -1.078874e-05  6.852765e-06  2.245712e-05 -4.710469e-06  9.911603e-06
##  [5,] -2.175116e-09  1.381772e-09  4.528113e-09 -9.496065e-10  1.998504e-09
##  [6,]  7.862808e-05 -5.008130e-05 -1.640644e-04  3.427759e-05 -7.240411e-05
##  [7,]  2.978577e-04 -1.897018e-04 -6.214621e-04  1.298557e-04 -2.742614e-04
##  [8,] -2.809101e-07  1.718005e-07  5.657089e-07 -1.251462e-07  2.500061e-07
##  [9,]  8.857512e-05 -5.640885e-05 -1.847965e-04  3.861702e-05 -8.155390e-05
## [10,]  6.479153e-05 -4.126605e-05 -1.351869e-04  2.824644e-05 -5.966013e-05
## [11,]  2.646974e-04 -1.685975e-04 -5.523183e-04  1.153932e-04 -2.437464e-04
## [12,]  3.126610e-04 -1.991442e-04 -6.523893e-04  1.363040e-04 -2.879094e-04
## [13,]  7.607855e-09 -4.847048e-09 -1.587821e-08  3.316121e-09 -7.007230e-09
## [14,]  8.023149e-05 -5.109532e-05 -1.673892e-04  3.497933e-05 -7.387176e-05
## [15,]  1.827243e-05 -1.163813e-05 -3.812618e-05  7.965905e-06 -1.682568e-05
## [16,]  1.482852e-04 -9.444877e-05 -3.094104e-04  6.464428e-05 -1.365475e-04
## [17,]  3.516546e-04 -2.239768e-04 -7.337415e-04  1.533046e-04 -3.238116e-04
## [18,]  2.408469e-05 -1.535345e-05 -5.029204e-05  1.049473e-05 -2.219400e-05
## [19,]  1.412789e-04 -9.007793e-05 -2.950544e-04  6.155536e-05 -1.302075e-04
## [20,]  4.541497e-05 -2.894135e-05 -9.480471e-05  1.979290e-05 -4.183803e-05
## [21,]  1.616580e-05 -1.030061e-05 -3.374279e-05  7.045914e-06 -1.489101e-05
## [22,]  8.288255e-05 -5.278614e-05 -1.729274e-04  3.613420e-05 -7.631572e-05
## [23,]  3.140328e-04 -2.000066e-04 -6.552193e-04  1.369063e-04 -2.891589e-04
## [24,]  7.977821e-05 -5.081857e-05 -1.664777e-04  3.477721e-05 -7.346892e-05
## [25,] -2.378191e-09  1.511281e-09  4.952315e-09 -1.038075e-09  2.185703e-09
## [26,]  2.214015e+00  6.654389e-01  3.009365e-01 -3.726953e-05  7.867104e-05
## [27,]  6.654389e-01  2.243491e+00 -1.387682e-01  2.372207e-05 -5.010028e-05
## [28,]  3.009365e-01 -1.387682e-01  8.135514e-01  7.771922e-05 -1.641300e-04
## [29,] -3.726953e-05  2.372207e-05  7.771922e-05  3.522870e+00  9.663442e-02
## [30,]  7.867104e-05 -5.010028e-05 -1.641300e-04  9.663442e-02  2.932128e+00
## [31,]  3.802656e-05 -2.422695e-05 -7.936395e-05  8.593322e-02 -1.622633e-01
## [32,]  1.309073e-04 -8.337478e-05 -2.731347e-04  5.707049e-05 -1.205387e-04
## [33,]  9.231630e-05 -5.879247e-05 -1.926048e-04  4.024770e-05 -8.499981e-05
## [34,] -2.305463e-05  1.466732e-05  4.805652e-05 -1.005701e-05  2.120891e-05
## [35,]  1.011012e-04 -6.445847e-05 -2.111377e-04  4.405086e-05 -9.317519e-05
## [36,]  9.112283e-05 -5.804281e-05 -1.901447e-04  3.972345e-05 -8.391360e-05
## [37,]  3.508046e-04 -2.234763e-04 -7.320853e-04  1.529186e-04 -3.230786e-04
## [38,] -2.926104e-05  1.862771e-05  6.102764e-05 -1.275992e-05  2.693291e-05
## [39,]  5.345009e-05 -3.403850e-05 -1.115112e-04  2.330359e-05 -4.921189e-05
## [40,]  3.935168e-05 -2.506839e-05 -8.212153e-05  1.715379e-05 -3.624130e-05
## [41,]  8.028696e-06 -5.116192e-06 -1.675947e-05  3.499172e-06 -7.396090e-06
## [42,]  3.770260e-05 -2.400976e-05 -7.865685e-05  1.643799e-05 -3.471269e-05
## [43,]  3.357281e-05 -2.138329e-05 -7.005104e-05  1.463614e-05 -3.091462e-05
##               [,31]         [,32]         [,33]         [,34]         [,35]
##  [1,]  1.468618e-02  2.961513e-02  2.117168e-02 -6.465028e-03 -5.151206e-02
##  [2,] -9.198231e-05 -3.165467e-04 -2.232155e-04  5.568592e-05 -2.447322e-04
##  [3,] -1.804873e-05 -6.210514e-05 -4.379291e-05  1.092085e-05 -4.803411e-05
##  [4,]  4.778317e-06  1.648219e-05  1.162778e-05 -2.922271e-06  1.264818e-05
##  [5,]  9.636156e-10  3.323476e-09  2.344577e-09 -5.890146e-10  2.551356e-09
##  [6,] -3.501673e-05 -1.204955e-04 -8.496695e-05  2.119088e-05 -9.318517e-05
##  [7,] -1.326285e-04 -4.564178e-04 -3.218456e-04  8.028684e-05 -3.528908e-04
##  [8,]  1.152053e-07  4.112706e-07  2.920409e-07 -8.118731e-08  2.812116e-07
##  [9,] -3.943534e-05 -1.357172e-04 -9.570279e-05  2.387793e-05 -1.049149e-04
## [10,] -2.885160e-05 -9.928540e-05 -7.001134e-05  1.746353e-05 -7.677086e-05
## [11,] -1.178840e-04 -4.056458e-04 -2.860391e-04  7.133695e-05 -3.137132e-04
## [12,] -1.392399e-04 -4.791400e-04 -3.378642e-04  8.426599e-05 -3.705332e-04
## [13,] -3.389947e-09 -1.166237e-08 -8.223301e-09  2.049371e-09 -9.025850e-09
## [14,] -3.572072e-05 -1.229331e-04 -8.668788e-05  2.162860e-05 -9.503273e-05
## [15,] -8.137150e-06 -2.800124e-05 -1.974505e-05  4.924792e-06 -2.165321e-05
## [16,] -6.603845e-05 -2.272436e-04 -1.602399e-04  3.996392e-05 -1.757394e-04
## [17,] -1.566000e-04 -5.388861e-04 -3.799950e-04  9.477814e-05 -4.167172e-04
## [18,] -1.074406e-05 -3.694418e-05 -2.604733e-05  6.481028e-06 -2.863788e-05
## [19,] -6.304569e-05 -2.167542e-04 -1.528171e-04  3.800512e-05 -1.681019e-04
## [20,] -2.024592e-05 -6.963715e-05 -4.910014e-05  1.222832e-05 -5.393028e-05
## [21,] -7.204916e-06 -2.478442e-05 -1.747550e-05  4.353745e-06 -1.918763e-05
## [22,] -3.690449e-05 -1.270019e-04 -8.955632e-05  2.234134e-05 -9.819098e-05
## [23,] -1.398351e-04 -4.812118e-04 -3.393284e-04  8.464440e-05 -3.720769e-04
## [24,] -3.553548e-05 -1.222708e-04 -8.621741e-05  2.149723e-05 -9.458238e-05
## [25,]  1.054281e-09  3.635123e-09  2.564287e-09 -6.436196e-10  2.793211e-09
## [26,]  3.802656e-05  1.309073e-04  9.231630e-05 -2.305463e-05  1.011012e-04
## [27,] -2.422695e-05 -8.337478e-05 -5.879247e-05  1.466732e-05 -6.445847e-05
## [28,] -7.936395e-05 -2.731347e-04 -1.926048e-04  4.805652e-05 -2.111377e-04
## [29,]  8.593322e-02  5.707049e-05  4.024770e-05 -1.005701e-05  4.405086e-05
## [30,] -1.622633e-01 -1.205387e-04 -8.499981e-05  2.120891e-05 -9.317519e-05
## [31,]  7.249710e-01 -5.829186e-05 -4.110246e-05  1.024357e-05 -4.511281e-05
## [32,] -5.829186e-05  2.996833e+00  5.545486e-01  1.344694e-01 -1.551054e-04
## [33,] -4.110246e-05  5.545486e-01  2.807300e+00  2.729351e-02 -1.093539e-04
## [34,]  1.024357e-05  1.344694e-01  2.729351e-02  4.802983e-01  2.719897e-05
## [35,] -4.511281e-05 -1.551054e-04 -1.093539e-04  2.719897e-05  9.920419e-01
## [36,] -4.058555e-05 -1.396518e-04 -9.847404e-05  2.455592e-05  2.009834e-01
## [37,] -1.562784e-04 -5.376939e-04 -3.791427e-04  9.451755e-05  3.915921e-02
## [38,]  1.301770e-05  4.481539e-05  3.160419e-05 -7.893610e-06  3.460732e-05
## [39,] -2.379553e-05 -8.189483e-05 -5.774952e-05  1.440980e-05 -6.330252e-05
## [40,] -1.753036e-05 -6.031561e-05 -4.253024e-05  1.060269e-05 -4.666453e-05
## [41,] -3.578888e-06 -1.231025e-05 -8.679839e-06  2.161948e-06 -9.532551e-06
## [42,] -1.678446e-05 -5.776612e-05 -4.073484e-05  1.016461e-05 -4.465010e-05
## [43,] -1.495077e-05 -5.144800e-05 -3.627851e-05  9.048559e-06 -3.978443e-05
##               [,36]         [,37]         [,38]         [,39]         [,40]
##  [1,] -4.216952e-02 -1.641749e-01 -1.079299e-02  1.879519e-02  1.320884e-02
##  [2,] -2.203700e-04 -8.484695e-04  7.072273e-05 -1.292327e-04 -9.517681e-05
##  [3,] -4.323754e-05 -1.664798e-04  1.387311e-05 -2.535386e-05 -1.867478e-05
##  [4,]  1.146487e-05  4.410950e-05 -3.694600e-06  6.734379e-06  4.948216e-06
##  [5,]  2.311880e-09  8.894969e-09 -7.448562e-10  1.357868e-09  9.978376e-10
##  [6,] -8.388788e-05 -3.229946e-04  2.691769e-05 -4.919178e-05 -3.623175e-05
##  [7,] -3.177459e-04 -1.223394e-03  1.019701e-04 -1.863351e-04 -1.372338e-04
##  [8,]  2.826218e-07  1.075499e-06 -9.660317e-08  1.699971e-07  1.207392e-07
##  [9,] -9.448087e-05 -3.637665e-04  3.032347e-05 -5.540836e-05 -4.080543e-05
## [10,] -6.912043e-05 -2.661313e-04  2.218099e-05 -4.053349e-05 -2.985318e-05
## [11,] -2.824076e-04 -1.087360e-03  9.061693e-05 -1.656027e-04 -1.219740e-04
## [12,] -3.335719e-04 -1.284353e-03  1.070371e-04 -1.956074e-04 -1.440717e-04
## [13,] -8.119914e-09 -3.126654e-08  2.604408e-09 -4.760727e-09 -3.507290e-09
## [14,] -8.558114e-05 -3.295012e-04  2.746704e-05 -5.018905e-05 -3.696173e-05
## [15,] -1.949405e-05 -7.505766e-05  6.255438e-06 -1.143147e-05 -8.419559e-06
## [16,] -1.582050e-04 -6.091389e-04  5.076423e-05 -9.277119e-05 -6.832985e-05
## [17,] -3.751645e-04 -1.444490e-03  1.203865e-04 -2.199996e-04 -1.620350e-04
## [18,] -2.572694e-05 -9.907986e-05  8.244403e-06 -1.507848e-05 -1.111406e-05
## [19,] -1.509500e-04 -5.813682e-04  4.836008e-05 -8.846191e-05 -6.521345e-05
## [20,] -4.848842e-05 -1.867219e-04  1.554654e-05 -2.842471e-05 -2.094523e-05
## [21,] -1.725676e-05 -6.645100e-05  5.533988e-06 -1.011696e-05 -7.454055e-06
## [22,] -8.841495e-05 -3.404163e-04  2.837448e-05 -5.184945e-05 -3.818609e-05
## [23,] -3.350084e-04 -1.289864e-03  1.075074e-04 -1.964565e-04 -1.446900e-04
## [24,] -8.512623e-05 -3.277710e-04  2.731114e-05 -4.991513e-05 -3.676748e-05
## [25,]  2.528930e-09  9.730972e-09 -8.143674e-10  1.485049e-09  1.091614e-09
## [26,]  9.112283e-05  3.508046e-04 -2.926104e-05  5.345009e-05  3.935168e-05
## [27,] -5.804281e-05 -2.234763e-04  1.862771e-05 -3.403850e-05 -2.506839e-05
## [28,] -1.901447e-04 -7.320853e-04  6.102764e-05 -1.115112e-04 -8.212153e-05
## [29,]  3.972345e-05  1.529186e-04 -1.275992e-05  2.330359e-05  1.715379e-05
## [30,] -8.391360e-05 -3.230786e-04  2.693291e-05 -4.921189e-05 -3.624130e-05
## [31,] -4.058555e-05 -1.562784e-04  1.301770e-05 -2.379553e-05 -1.753036e-05
## [32,] -1.396518e-04 -5.376939e-04  4.481539e-05 -8.189483e-05 -6.031561e-05
## [33,] -9.847404e-05 -3.791427e-04  3.160419e-05 -5.774952e-05 -4.253024e-05
## [34,]  2.455592e-05  9.451755e-05 -7.893610e-06  1.440980e-05  1.060269e-05
## [35,]  2.009834e-01  3.915921e-02  3.460732e-05 -6.330252e-05 -4.666453e-05
## [36,]  6.226124e-01 -5.444456e-02  3.119497e-05 -5.701133e-05 -4.199313e-05
## [37,] -5.444456e-02  1.080401e+00  1.200930e-04 -2.195008e-04 -1.616934e-04
## [38,]  3.119497e-05  1.200930e-04  1.658951e+00  1.023397e-02  3.938602e-01
## [39,] -5.701133e-05 -2.195008e-04  1.023397e-02  1.652917e+00  8.236137e-02
## [40,] -4.199313e-05 -1.616934e-04  3.938602e-01  8.236137e-02  8.104469e-01
## [41,] -8.571532e-06 -3.300735e-05  2.748412e-06 -5.024900e-06 -3.702551e-06
## [42,] -4.021390e-05 -1.548281e-04  1.290745e-05 -2.358409e-05 -1.736782e-05
## [43,] -3.581733e-05 -1.379069e-04  1.149341e-05 -2.100358e-05 -1.546965e-05
##               [,41]         [,42]         [,43]
##  [1,]  3.778527e-03  1.895859e-02  1.661573e-02
##  [2,] -1.942469e-05 -9.115696e-05 -8.118538e-05
##  [3,] -3.811799e-06 -1.788378e-05 -1.592845e-05
##  [4,]  1.007582e-06  4.750658e-06  4.226111e-06
##  [5,]  2.032086e-10  9.578814e-10  8.521662e-10
##  [6,] -7.395197e-06 -3.469831e-05 -3.090405e-05
##  [7,] -2.800859e-05 -1.314352e-04 -1.170586e-04
##  [8,]  2.374837e-08  1.200760e-07  1.050486e-07
##  [9,] -8.327701e-06 -3.908348e-05 -3.480753e-05
## [10,] -6.092999e-06 -2.859108e-05 -2.546405e-05
## [11,] -2.489607e-05 -1.168108e-04 -1.040379e-04
## [12,] -2.940597e-05 -1.379752e-04 -1.228871e-04
## [13,] -7.160310e-10 -3.358035e-09 -2.991181e-09
## [14,] -7.543279e-06 -3.540192e-05 -3.152879e-05
## [15,] -1.718463e-06 -8.063402e-06 -7.181589e-06
## [16,] -1.394670e-05 -6.543783e-05 -5.828223e-05
## [17,] -3.307194e-05 -1.551808e-04 -1.382102e-04
## [18,] -2.270102e-06 -1.063558e-05 -9.476030e-06
## [19,] -1.332215e-05 -6.239607e-05 -5.559751e-05
## [20,] -4.276951e-06 -2.004954e-05 -1.786106e-05
## [21,] -1.521934e-06 -7.136088e-06 -6.356817e-06
## [22,] -7.793465e-06 -3.657306e-05 -3.257246e-05
## [23,] -2.953075e-05 -1.385744e-04 -1.234178e-04
## [24,] -7.505135e-06 -3.520843e-05 -3.135963e-05
## [25,]  2.223695e-10  1.047587e-09  9.321057e-10
## [26,]  8.028696e-06  3.770260e-05  3.357281e-05
## [27,] -5.116192e-06 -2.400976e-05 -2.138329e-05
## [28,] -1.675947e-05 -7.865685e-05 -7.005104e-05
## [29,]  3.499172e-06  1.643799e-05  1.463614e-05
## [30,] -7.396090e-06 -3.471269e-05 -3.091462e-05
## [31,] -3.578888e-06 -1.678446e-05 -1.495077e-05
## [32,] -1.231025e-05 -5.776612e-05 -5.144800e-05
## [33,] -8.679839e-06 -4.073484e-05 -3.627851e-05
## [34,]  2.161948e-06  1.016461e-05  9.048559e-06
## [35,] -9.532551e-06 -4.465010e-05 -3.978443e-05
## [36,] -8.571532e-06 -4.021390e-05 -3.581733e-05
## [37,] -3.300735e-05 -1.548281e-04 -1.379069e-04
## [38,]  2.748412e-06  1.290745e-05  1.149341e-05
## [39,] -5.024900e-06 -2.358409e-05 -2.100358e-05
## [40,] -3.702551e-06 -1.736782e-05 -1.546965e-05
## [41,]  1.649536e+00  4.990849e-01 -1.764443e-01
## [42,]  4.990849e-01  2.773029e+00  7.582299e-02
## [43,] -1.764443e-01  7.582299e-02  9.311637e-01
## 
## Model rank =  897 / 897 
## 
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
## 
##                                 k'   edf k-index p-value    
## s(bb.sp)                     14.00 12.54      NA      NA    
## te(yday,elev.mean):bb.spbss  63.00 27.31    0.83  <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.00  4.13    0.83  <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 24.22    0.83  <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 13.57    0.83  <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.00  5.01    0.83  <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00 10.27    0.83  <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00  5.75    0.83  <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00  4.91    0.83  <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 24.28    0.83  <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 25.48    0.83  <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 23.22    0.83  <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00  7.20    0.83  <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 21.61    0.83  <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 23.81    0.83  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

#bb_abund.2012.sum <- summary(bb_abund.2012)
#print(plot(bb_abund.2012, allTerms = TRUE), pages = 1)
#bb_abund.2012.ck <- check2D(bb_abund.2012, x1 = "yday", x2 = "elev.mean") # See if there is any spatiotemporal pattern to the residuals

Extract predictions

# Function to build data set over which to generate predictions
newdata_build <- function(dat, y) {
  
  ## yday min/max
  min_yday <- min(filter(dat, year == y)$yday)
  max_yday <- max(filter(dat, year == y)$yday)
  
  ## elev min.max
  min_elev <- min(filter(dat, year == y)$elev.mean)
  max_elev <- max(filter(dat, year == y)$elev.mean)
  
  ## species list
  spp <- dat %>%
    filter(year == y) %>%
    select(bb.sp) %>%
    unique()
  
  # sequence of 50 points along the yday and elev ranges, respectively
  seq_yday <- seq(min_yday, max_yday, length.out = 50)
  seq_elev <- seq(min_elev, max_elev, length.out = 50)
  
  newdata <- tibble(seq_yday, seq_elev) %>% # combine seqs into data frame
    complete(seq_yday, seq_elev) %>% # get all possible values
    crossing(spp) %>% # get all possible combos with species
    select(yday = seq_yday, elev.mean = seq_elev, bb.sp) # rename columns to match the original model inputs
}

newdata2010.FL <- newdata_build(fl_abund_wt, 2010)
newdata2011.FL <- newdata_build(fl_abund_wt, 2011)
newdata2012.FL <- newdata_build(fl_abund_wt, 2012)

newdata2010.BB <- newdata_build(filter(bb_abund_sp, bb.annual.abund >= 5), 2010)
newdata2011.BB <- newdata_build(filter(bb_abund_sp, bb.annual.abund >= 5), 2011)
newdata2012.BB <- newdata_build(filter(bb_abund_sp, bb.annual.abund >= 5), 2012)

# A little wrapper to make predictions and return a tibble with desired columns 
predict_func <- function(mod, new, y) {
  predict.bam(mod, newdata = new, type = "response") %>%
    data.frame() %>%
    tibble() %>%
    bind_cols(new) %>%
    select(yday, elev.mean, bb.sp, pred = 1) %>%
    mutate(year = rep(y, n()))
}

# Generate predictions
predict2010.FL <- predict_func(weighted_fl_abundance.2010, newdata2010.FL, 2010)
predict2010.FL.sqrt <- predict_func(weighted_fl_abundance.2010.sqrt, newdata2010.FL, 2010)
predict2010.FL.bin <- predict_func(weighted_fl_abundance.2010.bin, newdata2010.FL, 2010)

predict2011.FL <- predict_func(weighted_fl_abundance.2011, newdata2011.FL, 2011)
predict2011.FL.sqrt <- predict_func(weighted_fl_abundance.2011.sqrt, newdata2011.FL, 2011)
predict2011.FL.bin <- predict_func(weighted_fl_abundance.2011.bin, newdata2011.FL, 2011)

predict2012.FL <- predict_func(weighted_fl_abundance.2012, newdata2012.FL, 2012)
predict2012.FL.sqrt <- predict_func(weighted_fl_abundance.2012.sqrt, newdata2012.FL, 2012)
predict2012.FL.bin <- predict_func(weighted_fl_abundance.2012.bin, newdata2012.FL, 2012)

predict_pool.FL <- bind_rows(predict2010.FL, predict2011.FL, predict2012.FL)
predict_pool.FL.sqrt <- bind_rows(predict2010.FL.sqrt, predict2011.FL.sqrt, predict2012.FL.sqrt)
predict_pool.FL.bin <- bind_rows(predict2010.FL.bin, predict2011.FL.bin, predict2012.FL.bin)

predict2010.BB <- predict_func(bb_abund.2010, newdata2010.BB, 2010)
predict2011.BB <- predict_func(bb_abund.2011, newdata2011.BB, 2011)
predict2012.BB <- predict_func(bb_abund.2012, newdata2012.BB, 2012)
predict_pool.BB <- bind_rows(predict2010.BB, predict2011.BB, predict2012.BB)

# Subset predictions
predict_major.FL <- filter(predict_pool.FL, bb.sp %in% c("bss", "pasc", "prat", "soro", "wurf"))
predict_major.FL.sqrt <- filter(predict_pool.FL.sqrt, bb.sp %in% c("bss", "pasc", "prat", "soro", "wurf"))
predict_major.FL.bin <- filter(predict_pool.FL.bin, bb.sp %in% c("bss", "pasc", "prat", "soro", "wurf"))

predict_highelev.FL <- filter(predict_pool.FL, bb.sp %in% c("pyre", "mend", "mont"))
predict_highelev.FL.sqrt <- filter(predict_pool.FL.sqrt, bb.sp %in% c("pyre", "mend", "mont"))
predict_highelev.FL.bin <- filter(predict_pool.FL.bin, bb.sp %in% c("pyre", "mend", "mont"))

predict_minor.FL <- filter(predict_pool.FL, bb.sp %in% c("gers", "hort", "hypn","jone", "lapi", "muci"))
predict_minor.FL.sqrt <- filter(predict_pool.FL.sqrt, bb.sp %in% c("gers", "hort", "hypn","jone", "lapi", "muci"))
predict_minor.FL.bin <- filter(predict_pool.FL.bin, bb.sp %in% c("gers", "hort", "hypn","jone", "lapi", "muci"))

predict_major.BB <- filter(predict_pool.BB, bb.sp %in% c("bss", "pasc", "prat", "soro", "wurf"))
predict_highelev.BB <- filter(predict_pool.BB, bb.sp %in% c("pyre", "mend", "mont"))
predict_minor.BB <- filter(predict_pool.BB, bb.sp %in% c("gers", "hort", "hypn","jone", "lapi", "muci"))

Visualize

### FL GAMS
#### Major
ggplot(predict_major.FL, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = pred), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

ggplot(predict_major.FL.sqrt, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = pred), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

ggplot(predict_major.FL.bin, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = pred), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

#### High Elev
ggplot(predict_highelev.FL, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = pred), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

ggplot(predict_highelev.FL.sqrt, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = pred), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

ggplot(predict_highelev.FL.bin, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = pred), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

#### Minor
ggplot(predict_minor.FL, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = pred), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

ggplot(predict_minor.FL.sqrt, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = pred), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

ggplot(predict_minor.FL.bin, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = pred), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

### BB GAMs
ggplot(predict_major.BB, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = log(pred)), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

ggplot(predict_highelev.BB, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = log(pred)), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.

ggplot(predict_minor.BB, aes(yday, elev.mean, fill = pred)) +
  geom_raster() +
  geom_contour(aes(z = log(pred)), color = "black", size = 0.25) +
  scale_fill_viridis_c() +
  facet_grid(year~bb.sp)

## Warning: Raster pixels are placed at uneven horizontal intervals and will be
## shifted. Consider using geom_tile() instead.

## Warning: Raster pixels are placed at uneven vertical intervals and will be
## shifted. Consider using geom_tile() instead.